{"id":4485,"date":"2025-02-03T11:00:00","date_gmt":"2025-02-03T11:00:00","guid":{"rendered":"https:\/\/www.probool.com\/?p=4485"},"modified":"2025-03-25T14:03:35","modified_gmt":"2025-03-25T14:03:35","slug":"grafico-p","status":"publish","type":"post","link":"https:\/\/www.probool.com\/?p=4485","title":{"rendered":"Gr\u00e1fico P"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4485\" class=\"elementor elementor-4485\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c354635 e-flex e-con-boxed e-con e-parent\" data-id=\"c354635\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0072643 elementor-widget elementor-widget-text-editor\" data-id=\"0072643\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<script src=\"https:\/\/kit.fontawesome.com\/a076d05399.js\" crossorigin=\"anonymous\"><\/script>\n<style>\n.sub {vertical-align: sub; font-size: smaller;}\n.sup {vertical-align: sup; font-size: small;}\n.voltar {text-align: right;}\n.padleft{padding-left: 15px;}\n.wing01 {margin-top: 0.00px; margin-botton: 0.00px; padding-left: 0px; font-size: 15px; color: #0000ff; text-shadow: 1px 1px 1px #0000ff}\n.wing02 {margin-top: 0.00px; margin-botton: 0.00px; padding-left: 0px; font-size: 15px; color: #000000; text-shadow: 1px 1px 1px #000000}\n.wing03 {margin-top: 0.00px; margin-botton: 0.00px; padding-left: 0px; font-size: 15px; color: #ff0000; text-shadow: 1px 1px 1px #ff0000}\n.wing04 {margin-top: 0.00px; margin-botton: 0.00px; padding-left: 0px; font-size: 15px; color: #00ff00; text-shadow: 1px 1px 1px #00ff00}\n.wing05 {margin-top: 0.00px; margin-botton: 0.00px; padding-left: 0px; font-size: 15px; color: #000000; text-shadow: 1px 1px 1px #000000}\n.MsoNormal {margin-botton: 0px; Margin-top: 25px; padding-left: 15px;}\n.MsoNormal1 {margin-botton: 0px; Margin-top: 0px; padding-left: 10px;}\n.MsoNormal2 {margin-botton: 25px; Margin-top: 25px; padding-left: 0px}\n.azul1 {color: #0000ff;}\n.azul2 {color: #3333cc;}\n.azul3 {color: #000099;}\n.azul4 {color: #001f3f;}\n.verde1 {color: #006600;}\n.verde2 {color: #009999;}\n.verde3 {color: #33cc33;}\n.vermelho {color: #ff0000;}\n.preto {color: #000000;}\n.laranja {color: #f8981d;}\n.cinza {color: #999999;}\n.castanho1 {color: #663300;}\n.castanho2 {color: #996600;}\n.castanho3 {color: #cc6600;}\n.roxo {color: #990099;}\n.table, td {border: 1px solid black; border-collapse: collapse;}\n.table2, td {border: 0px ; border-collapse: collapse;}\n.sobrelinhado {position: relative; display: inline-block;}\n.sobrelinhado::before {content: \"\"; position: absolute; top: 0; left: 0; width: 100%; height: 1px; background-color: black; transform: translateY(-100%);}\n<\/style>\n\n<h4 id=\"indice\" class=\"MsoNormal\"><strong><span class=\"azul4\">\u00cdndice<\/span><\/strong><\/h4>\n<ul><a id=\"101\"><\/a><a href=\"#sec101\"><span class=\"azul2\"><u>Introdu\u00e7\u00e3o<\/u><\/span><\/a><\/ul>\n<ul><a id=\"102\"><\/a><a href=\"#sec102\"><span class=\"azul2\"><u>Aplicabilidade do Gr\u00e1fico P<\/u><\/span><\/a><\/ul>\n<ul><a id=\"103\"><\/a><a href=\"#sec103\"><span class=\"azul2\"><u>Processos que Beneficiam de Gr\u00e1ficos P<\/u><\/span><\/a><\/ul>\n<ul><a id=\"104\"><\/a><a href=\"#sec104\"><span class=\"azul2\"><u>Conceitos Te\u00f3ricos do Gr\u00e1fico P<\/u><\/span><\/a><\/ul>\n<ul><a id=\"105\"><\/a><a href=\"#sec105\"><span class=\"azul2\"><u>Interpreta\u00e7\u00e3o de Tend\u00eancias num Gr\u00e1fico P<\/u><\/span><\/a><\/ul>\n<ul><a id=\"106\"><\/a><a href=\"#sec106\"><span class=\"azul2\"><u>Limita\u00e7\u00f5es do Gr\u00e1fico P<\/u><\/span><\/a><\/ul>\n<ul><a id=\"107\"><\/a><a href=\"#sec107\"><span class=\"azul2\"><u>1\u00ba Exemplo Pr\u00e1tico<\/u><\/span><\/a><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><a id=\"108\"><\/a><a href=\"#sec108\"><span class=\"azul2\"><u>An\u00e1lise das Tend\u00eancias Observadas no Gr\u00e1fico P<\/u><\/span><\/a><\/ul><\/ul>\n<ul><a id=\"109\"><\/a><a href=\"#sec109\"><span class=\"azul2\"><u>2\u00ba Exemplo Pr\u00e1tico<\/u><\/span><\/a><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><a id=\"110\"><\/a><a href=\"#sec110\"><span class=\"azul2\"><u>An\u00e1lise das Tend\u00eancias Observadas no Gr\u00e1fico P<\/u><\/span><\/a><\/ul><\/ul>\n<ul><a id=\"111\"><\/a><a href=\"#sec111\"><span class=\"azul2\"><u>Notas Finais<\/u><\/span><\/a><\/ul>\n\n<h4 id=\"sec101\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Introdu\u00e7\u00e3o<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong>, uma ferramenta essencial no controlo da qualidade, destaca-se pela sua capacidade de monitorizar propor\u00e7\u00f5es de itens n\u00e3o conformes em processos industriais e servi\u00e7os. Atrav\u00e9s da an\u00e1lise de dados bin\u00e1rios, como &#8220;conforme&#8221; ou &#8220;n\u00e3o conforme&#8221;, esta ferramenta adapta-se a uma ampla variedade de contextos, desde produ\u00e7\u00e3o em massa at\u00e9 auditorias e monitoriza\u00e7\u00e3o ambiental.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Este estudo tem como objetivo explorar as caracter\u00edsticas, aplicabilidades e limita\u00e7\u00f5es do <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong>, proporcionando uma vis\u00e3o abrangente sobre o seu impacto na estabilidade e na melhoria cont\u00ednua de processos. Adicionalmente, s\u00e3o apresentados exemplos pr\u00e1ticos que demonstram a versatilidade da ferramenta em diferentes ind\u00fastrias e cen\u00e1rios operacionais. A an\u00e1lise detalhada permite compreender como este gr\u00e1fico pode ser integrado com outras metodologias, como <b>Pareto<\/b> ou <b>Ishikawa<\/b>, para alcan\u00e7ar resultados mais eficazes.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Com uma abordagem clara e baseada em dados reais, este trabalho visa capacitar gestores e profissionais para identificar e atuar sobre tend\u00eancias e varia\u00e7\u00f5es nos processos, refor\u00e7ando a competitividade e a qualidade dos resultados.<\/ul>\n<p class=\"voltar\"><a href=\"#101\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec102\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Aplicabilidade do Gr\u00e1fico P<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 aplicado em situa\u00e7\u00f5es onde se analisam atributos.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Os dados s\u00e3o bin\u00e1rios<\/span><\/strong>: cada item \u00e9 classificado como conforme (passa) ou n\u00e3o conforme (falha).<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Exemplo<\/span><\/strong>: uma pe\u00e7a \u00e9 aprovada ou rejeitada ap\u00f3s a inspe\u00e7\u00e3o.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">As amostras t\u00eam tamanhos vari\u00e1veis<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> pode lidar com diferentes tamanhos de amostras em cada ponto de controlo.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Objetivo \u00e9 monitorizar a qualidade<\/span><\/strong>: avaliar a propor\u00e7\u00e3o de itens n\u00e3o conformes para garantir que o processo permanece est\u00e1vel.<\/ul>\n<p class=\"voltar\"><a href=\"#102\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec103\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Processos que Beneficiam de Gr\u00e1ficos P<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">#Processos de Inspe\u00e7\u00e3o Visual com Lotes Vari\u00e1veis<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: inspe\u00e7\u00f5es de produtos com diferentes tamanhos de lotes.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria de Vidro<\/span><\/strong>: monitoriza\u00e7\u00e3o da propor\u00e7\u00e3o de janelas com bolhas ou fissuras em lotes de diferentes tamanhos.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Produ\u00e7\u00e3o de M\u00f3veis<\/span><\/strong>: controlo de cadeiras com defeitos est\u00e9ticos (riscos, lacunas na pintura) em lotes de tamanhos vari\u00e1veis.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: permite comparar a qualidade entre lotes de tamanhos diferentes, ajustando automaticamente para a variabilidade no tamanho das amostras.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Produ\u00e7\u00e3o em Massa<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: produ\u00e7\u00e3o em grandes quantidades, onde a taxa de itens defeituosos \u00e9 um indicador chave.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria Alimentar<\/span><\/strong>: monitoriza\u00e7\u00e3o da propor\u00e7\u00e3o de embalagens mal seladas em lotes de produ\u00e7\u00e3o di\u00e1rios com tamanhos vari\u00e1veis.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Produ\u00e7\u00e3o de Latas<\/span><\/strong>: controlo da percentagem de latas amolgadas em lotes de diferentes volumes.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: garante uma an\u00e1lise consistente mesmo quando o n\u00famero total de itens inspecionados varia de um lote para outro.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Controlo de Servi\u00e7os<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: avalia\u00e7\u00e3o da propor\u00e7\u00e3o de servi\u00e7os que n\u00e3o atendem aos padr\u00f5es, com varia\u00e7\u00e3o no n\u00famero de transa\u00e7\u00f5es.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Centros de Atendimento ao Cliente<\/span><\/strong>: monitoriza\u00e7\u00e3o da percentagem de chamadas n\u00e3o resolvidas num n\u00famero vari\u00e1vel de atendimentos di\u00e1rios.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Transportes P\u00fablicos<\/span><\/strong>: controlo da propor\u00e7\u00e3o de viagens atrasadas em diferentes rotas com volumes de passageiros vari\u00e1veis.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: avalia o desempenho dos servi\u00e7os em per\u00edodos com cargas de trabalho vari\u00e1veis, ajustando os c\u00e1lculos \u00e0 propor\u00e7\u00e3o de casos problem\u00e1ticos.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Auditorias Regulares<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: inspe\u00e7\u00e3o de amostras vari\u00e1veis durante auditorias.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Auditorias de Documentos<\/span><\/strong>: monitoriza\u00e7\u00e3o da propor\u00e7\u00e3o de documentos com erros em lotes vari\u00e1veis de amostras.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Auditorias de Invent\u00e1rio<\/span><\/strong>: controlo da percentagem de itens incorretos num n\u00famero vari\u00e1vel de produtos auditados.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: proporciona uma vis\u00e3o clara da propor\u00e7\u00e3o de falhas, independentemente do n\u00famero total de itens inspecionados.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Produ\u00e7\u00e3o Personalizada<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: produ\u00e7\u00e3o de itens sob encomenda com tamanhos de lotes vari\u00e1veis.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Produ\u00e7\u00e3o de Equipamentos de Precis\u00e3o<\/span><\/strong>: controlo da propor\u00e7\u00e3o de instrumentos com problemas de calibra\u00e7\u00e3o em lotes personalizados.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria Metalomec\u00e2nica<\/span><\/strong>: monitoriza\u00e7\u00e3o da percentagem de pe\u00e7as com soldaduras incompletas em lotes com diferentes quantidades.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: permite avaliar a consist\u00eancia da qualidade em lotes de tamanhos vari\u00e1veis.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Produ\u00e7\u00e3o de Componentes de Seguran\u00e7a<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: produ\u00e7\u00e3o de componentes cr\u00edticos onde a propor\u00e7\u00e3o de itens conformes \u00e9 vital.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria Autom\u00f3vel<\/span><\/strong>: controlo da percentagem de airbags defeituosos em lotes de produ\u00e7\u00e3o.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria de Equipamentos de Prote\u00e7\u00e3o<\/span><\/strong>: monitoriza\u00e7\u00e3o da propor\u00e7\u00e3o de capacetes com falhas estruturais em lotes vari\u00e1veis.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: garante que a propor\u00e7\u00e3o de itens n\u00e3o conformes est\u00e1 dentro de limites aceit\u00e1veis, ajustando para varia\u00e7\u00f5es no tamanho dos lotes.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Monitoriza\u00e7\u00e3o Ambiental<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: medi\u00e7\u00e3o de par\u00e2metros ambientais em amostras de tamanhos vari\u00e1veis.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Tratamento de \u00c1guas<\/span><\/strong>: monitoriza\u00e7\u00e3o da percentagem de amostras com n\u00edveis de contaminantes acima do limite em volumes vari\u00e1veis de \u00e1gua tratada.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Monitoriza\u00e7\u00e3o de Polui\u00e7\u00e3o<\/span><\/strong>: controlo da propor\u00e7\u00e3o de medi\u00e7\u00f5es que excedem os limites permitidos em diferentes \u00e1reas e per\u00edodos.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: ajusta a propor\u00e7\u00e3o de n\u00e3o conformidades para refletir a variabilidade no n\u00famero total de medi\u00e7\u00f5es.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">Processos de Produ\u00e7\u00e3o Automatizada<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Caracter\u00edsticas<\/span><\/strong>: produ\u00e7\u00e3o em que a propor\u00e7\u00e3o de defeitos deve ser mantida em n\u00edveis baixos.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ind\u00fastria Eletr\u00f3nica<\/span><\/strong>: monitoriza\u00e7\u00e3o da percentagem de placas de circuito com problemas de soldadura em lotes vari\u00e1veis.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Produ\u00e7\u00e3o de Produtos Pl\u00e1sticos<\/span><\/strong>: controlo da propor\u00e7\u00e3o de pe\u00e7as com falhas de moldagem em lotes com volumes diferentes.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Benef\u00edcio do Gr\u00e1fico P<\/span><\/strong>: ajuda a identificar tend\u00eancias na propor\u00e7\u00e3o de itens defeituosos, mesmo quando o tamanho do lote muda.<\/ul><\/ul>\n<table width=\"100%\" height=\"40\" border=\"1\" cellspacing=\"0\" cellpadding=\"0\" style=\"border-collapse:collapse;\">\n  <tr>\n    <td width=\"40%\" height=\"60\" align=\"center\" valign=\"middle\" style=\"border-collapse:collapse;\"><strong><font size=\"4\">Quadro Resumo: Caracter\u00edsticas dos Processos que Beneficiam do Gr\u00e1fico P<\/font><\/strong><\/td>\n  <\/tr>\n<\/table>\n<table width=\"100%\" style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" border=\"0\" cellspacing=\"0\" cellpadding=\"5\">\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Caracter\u00edstica do Processo<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Exemplo de Aplica\u00e7\u00e3o<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Benef\u00edcio do Gr\u00e1fico P<\/font><\/strong><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Inspe\u00e7\u00e3o visual com lotes vari\u00e1veis<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Vidros, m\u00f3veis<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Ajusta para tamanhos de amostras diferentes<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Produ\u00e7\u00e3o em massa<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Alimentar, latas<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Monitoriza a propor\u00e7\u00e3o de defeitos<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Controlo em servi\u00e7os<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Atendimento, transportes p\u00fablicos<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Avalia desempenho ajustado \u00e0s cargas de trabalho<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Auditorias regulares<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Documentos, invent\u00e1rio<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Compara taxas de falhas entre amostras<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Produ\u00e7\u00e3o personalizada<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Equipamentos de precis\u00e3o, metalomec\u00e2nica<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Avalia qualidade em lotes personalizados<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Produ\u00e7\u00e3o de componentes de seguran\u00e7a<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Airbags, capacetes<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Garante conformidade cr\u00edtica<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Monitoriza\u00e7\u00e3o ambiental<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">\u00c1gua, polui\u00e7\u00e3o<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Ajusta para variabilidade em medi\u00e7\u00f5es<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"30%\" height=\"40\" align=\"left\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Produ\u00e7\u00e3o automatizada<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Eletr\u00f3nica, pl\u00e1sticos<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"35%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">Identifica tend\u00eancias na propor\u00e7\u00e3o de defeitos<\/font><\/td>\n  <\/tr>\n<\/table>\n<br class=\"\">\n<p class=\"voltar\"><a href=\"#103\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec104\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Conceitos Te\u00f3ricos do Gr\u00e1fico P<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Dados Necess\u00e1rios<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">n<sub>i<\/sub><\/span><\/strong>: tamanho da amostra no i-n\u00e9simo ponto de controlo.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">p<sub>i<\/sub><\/span><\/strong>: propor\u00e7\u00e3o de itens n\u00e3o conformes na i-n\u00e9sima amostra. <\/ul><\/ul>\n<table width=\"100%\" height=\"45\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\" class=\"table2\">\n  <tr><td height=\"60\" align=\"center\" valign=\"middle\"><div style=\"margin-left: 0 px;\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/www.probool.com\/wp-content\/uploads\/2024\/12\/Grafico_P_01.png\" width=\"343\" height=\"35\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Linha Central (LC)<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>A linha central representa a propor\u00e7\u00e3o m\u00e9dia de itens n\u00e3o conformes (<b>p-Bar<\/b>):<\/ul>\n<table width=\"100%\" height=\"70\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\" class=\"table2\">\n  <tr><td height=\"60\" align=\"center\" valign=\"middle\"><div style=\"margin-left: 0 px;\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/www.probool.com\/wp-content\/uploads\/2024\/12\/Grafico_P_02-1.png\" width=\"156\" height=\"60\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">p-Bar<\/span><\/strong>: m\u00e9dia ponderada da propor\u00e7\u00e3o de n\u00e3o conformes.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">k<\/span><\/strong>: n\u00famero total de amostras.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Limites de Controlo<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Os limites de controlo superior <b>UCL<\/b> e inferior <b>LCL<\/b> s\u00e3o calculados com base na m\u00e9dia <b>p-Bar<\/b> e no desvio padr\u00e3o da propor\u00e7\u00e3o:<\/ul>\n<table width=\"100%\" height=\"121\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\" class=\"table2\">\n  <tr><td height=\"60\" align=\"center\" valign=\"middle\"><div style=\"margin-left: 0 px;\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/www.probool.com\/wp-content\/uploads\/2024\/12\/Grafico_P_03.png\" width=\"195\" height=\"111\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><strong><span class=\"preto\">n<sub>i<\/sub><\/span><\/strong>: tamanho da amostra no i-n\u00e9simo ponto.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span>Caso <b>LCL < 0<\/b>, define-se <b>LCL = 0<\/b>, pois propor\u00e7\u00f5es n\u00e3o podem ser negativas.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Representar os Pontos:<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>No <b>eixo x<\/b>: identificar os grupos ou amostras.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>No <b>eixo y<\/b>: representar as propor\u00e7\u00f5es <b>p<sub>i<\/sub><\/b>.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Adicionar a linha central <b>p-Bar<\/b> e os limites de controlo <b>UCL<\/b> e <b>LCL<\/b>.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Interpreta\u00e7\u00e3o do Gr\u00e1fico P<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Pontos dentro dos limites de controlo<\/span><\/strong>: o processo est\u00e1 sob controlo estat\u00edstico.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Pontos fora dos limites de controlo<\/span><\/strong>: indicam a presen\u00e7a de causas especiais de varia\u00e7\u00e3o que devem ser investigadas.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Tend\u00eancias ou padr\u00f5es an\u00f3malos<\/span><\/strong>: como sequ\u00eancias crescentes ou decrescentes, podem indicar problemas no processo mesmo que os pontos estejam dentro dos limites.<\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 uma ferramenta eficaz para monitorizar a qualidade em processos onde os dados s\u00e3o classificados como conformes ou n\u00e3o conformes. Ele ajuda a identificar rapidamente varia\u00e7\u00f5es anormais na propor\u00e7\u00e3o de defeitos, permitindo a\u00e7\u00f5es corretivas para manter o processo sob controlo. \u00c9 especialmente \u00fatil quando os tamanhos das amostras variam e exige uma recolha rigorosa de dados para ser confi\u00e1vel.<\/ul>\n<p class=\"voltar\"><a href=\"#104\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec105\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Interpreta\u00e7\u00e3o de Tend\u00eancias num Gr\u00e1fico P<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> ajuda a monitorizar a propor\u00e7\u00e3o de itens n\u00e3o conformes e pode revelar <b>tend\u00eancias<\/b> ou <b>padr\u00f5es an\u00f3malos<\/b> no processo, mesmo quando os pontos est\u00e3o dentro dos limites de controlo. A identifica\u00e7\u00e3o e interpreta\u00e7\u00e3o dessas tend\u00eancias s\u00e3o essenciais para prevenir problemas futuros e melhorar o desempenho do processo.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">O que s\u00e3o Tend\u00eancias?<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Uma <b>tend\u00eancia<\/b> no <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 um padr\u00e3o de comportamento que reflete mudan\u00e7as graduais ou consistentes no processo ao longo do tempo. Estas mudan\u00e7as podem ser causadas por fatores como:<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Desgaste de equipamentos.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Mudan\u00e7as nos materiais ou m\u00e9todos de trabalho.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Varia\u00e7\u00f5es sazonais.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Tipos Comuns de Tend\u00eancias<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Tend\u00eancia Crescente:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Descri\u00e7\u00e3o<\/span><\/strong>: as propor\u00e7\u00f5es de defeitos aumentam gradualmente ao longo do tempo.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Causas poss\u00edveis<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Desgaste ou falha progressiva de m\u00e1quinas.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Treino insuficiente de operadores.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Entrada de mat\u00e9rias-primas de qualidade inferior.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: uma linha de produ\u00e7\u00e3o onde os defeitos aumentam devido ao desgaste de um componente mec\u00e2nico.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Tend\u00eancia Decrescente:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Descri\u00e7\u00e3o<\/span><\/strong>: as propor\u00e7\u00f5es de defeitos diminuem gradualmente ao longo do tempo.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Causas poss\u00edveis<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Implementa\u00e7\u00e3o de melhorias no processo.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Ajustes em m\u00e1quinas ou m\u00e9todos de trabalho.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Melhor sele\u00e7\u00e3o de materiais.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: ap\u00f3s a instala\u00e7\u00e3o de um novo equipamento, a taxa de defeitos diminui consistentemente.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Oscila\u00e7\u00f5es ou C\u00edclicos<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Descri\u00e7\u00e3o<\/span><\/strong>: as propor\u00e7\u00f5es de defeitos seguem um padr\u00e3o repetitivo, aumentando e diminuindo regularmente.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Causas poss\u00edveis<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Fatores sazonais (ex.: varia\u00e7\u00f5es de temperatura ou humidade).<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Diferen\u00e7as entre turnos de operadores.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Problemas intermitentes com fornecedores.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: numa f\u00e1brica, os defeitos aumentam no turno da noite devido a menor experi\u00eancia dos operadores.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">S\u00e9ries de Pontos Acima ou Abaixo da Linha Central (P-Barra):<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Descri\u00e7\u00e3o<\/span><\/strong>: uma sequ\u00eancia longa de pontos acima ou abaixo da linha central, mesmo dentro dos limites de controlo.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Causas poss\u00edveis<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Mudan\u00e7a no processo que n\u00e3o foi identificada.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>Ajuste de equipamento que alterou a taxa m\u00e9dia de defeitos.<\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: um ajuste na m\u00e1quina reduz os defeitos, mas os pontos permanecem abaixo da linha central.<\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">Como Identificar Tend\u00eancias?<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Para identificar tend\u00eancias num <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong>:<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Analisar sequ\u00eancias consecutivas<\/span><\/strong>: uma sequ\u00eancia de 6 ou mais pontos consecutivos em uma dire\u00e7\u00e3o (crescendo ou decrescendo) pode indicar uma tend\u00eancia.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Observar padr\u00f5es repetitivos<\/span><\/strong>: pontos que seguem um padr\u00e3o c\u00edclico ao longo do tempo sugerem sazonalidade ou varia\u00e7\u00f5es externas.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Comparar com a linha central<\/span><\/strong>: uma s\u00e9rie longa de pontos consistentemente acima ou abaixo da linha central pode indicar uma mudan\u00e7a no processo.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho2\">O Que Fazer ao Identificar Tend\u00eancias?<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Investigar as causas:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span>Recolher informa\u00e7\u00f5es sobre o que mudou no processo durante o per\u00edodo analisado.<\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span>Verificar equipamentos, m\u00e9todos de trabalho, e qualidade de mat\u00e9rias-primas.<\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Tomar a\u00e7\u00f5es corretivas ou preventivas<\/span><\/strong>: ajustar m\u00e1quinas, melhorar treinamento ou padronizar m\u00e9todos de trabalho.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Monitorizar as melhorias<\/span><\/strong>: ap\u00f3s implementar a\u00e7\u00f5es, continue a monitorizar o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> para garantir que a tend\u00eancia foi resolvida.<\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><b>Tend\u00eancias<\/b> no <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> s\u00e3o sinais importantes que indicam mudan\u00e7as graduais ou padr\u00f5es no processo. A identifica\u00e7\u00e3o precoce e a resposta r\u00e1pida ajudam a evitar problemas maiores, mantendo o processo est\u00e1vel e eficiente. Monitorizar continuamente e investigar qualquer padr\u00e3o incomum para garantir a qualidade e a conformidade \u00e9 fundamental.<\/ul>\n<p class=\"voltar\"><a href=\"#105\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec106\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Limita\u00e7\u00f5es do Gr\u00e1fico P<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 uma ferramenta valiosa para monitorizar a propor\u00e7\u00e3o de itens n\u00e3o conformes em um processo. No entanto, como qualquer m\u00e9todo, possui algumas limita\u00e7\u00f5es pr\u00e1ticas que devem ser consideradas para garantir que seja utilizado adequadamente.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Sensibilidade a Tamanhos Vari\u00e1veis de Amostra<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 projetado para lidar com tamanhos vari\u00e1veis de amostras (<b>n<sub>i<\/sub><\/b>), mas isso pode dificultar a interpreta\u00e7\u00e3o.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: tamanhos de amostra muito pequenos resultam em limites de controlo muito amplos, enquanto amostras muito grandes podem gerar limites muito estreitos, levando a falsos positivos ou falsos negativos.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: para uma amostra de 10 itens, <b>UCL<\/b> e <b>LCL<\/b> ser\u00e3o amplos, mascarando varia\u00e7\u00f5es significativas. J\u00e1 com uma amostra de 500 itens, pequenos desvios podem parecer anormais.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">LCL (Limite Inferior de Controlo) Negativo<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: para propor\u00e7\u00f5es muito baixas de defeitos <b>p-Bar<\/b>, o limite inferior de controlo <b>LCL<\/b> pode ser negativo.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: limites negativos n\u00e3o fazem sentido pr\u00e1tico, sendo ajustados para <b>0<\/b>, o que reduz a capacidade do gr\u00e1fico de identificar melhorias no processo.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: se <b>p-Bar = 0.01<\/b> e <b>n = 100<\/b>, o <b>LCL<\/b> frequentemente resulta negativo e \u00e9 ajustado para <b>0<\/b>, perdendo sensibilidade.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Depend\u00eancia de Inspe\u00e7\u00f5es Confi\u00e1veis<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> assume que os dados de defeitos recolhidos s\u00e3o precisos e completos.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: inspe\u00e7\u00f5es incompletas ou inconsistentes podem levar a conclus\u00f5es erradas.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: se apenas <b>50%<\/b> dos itens forem inspecionados e os defeitos n\u00e3o forem corretamente registados, o gr\u00e1fico pode subestimar ou superestimar a propor\u00e7\u00e3o de defeitos.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Suposi\u00e7\u00e3o de Independ\u00eancia entre Amostras<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> pressup\u00f5e que cada amostra \u00e9 independente das demais.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: em muitos processos, especialmente os cont\u00ednuos, as amostras podem ser correlacionadas (ex.: problemas num lote podem afetar lotes subsequentes).<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: uma falha numa m\u00e1quina pode gerar defeitos consecutivos, violando a suposi\u00e7\u00e3o de independ\u00eancia.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Falta de Detalhe Sobre a Causa das Varia\u00e7\u00f5es<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> identifica desvios na propor\u00e7\u00e3o de defeitos, mas n\u00e3o fornece informa\u00e7\u00f5es sobre as causas.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: a interpreta\u00e7\u00e3o dos resultados exige ferramentas adicionais, como o <b>diagrama de Pareto<\/b> ou <b>de Ishikawa<\/b>, para investigar e abordar as causas das varia\u00e7\u00f5es.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: um aumento na propor\u00e7\u00e3o de defeitos pode ser causado por problemas de m\u00e1quina, material ou operador, mas o gr\u00e1fico n\u00e3o aponta diretamente o motivo.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Baixa Sensibilidade a Pequenas Propor\u00e7\u00f5es<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: quando a propor\u00e7\u00e3o de defeitos (<b>p-Bar<\/b>) \u00e9 muito baixa, as varia\u00e7\u00f5es podem ser dif\u00edceis de detetar.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: o gr\u00e1fico pode parecer est\u00e1vel mesmo quando h\u00e1 mudan\u00e7as significativas no processo.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: se a taxa de defeitos for inferior a <b>0,5%<\/b>, pequenas flutua\u00e7\u00f5es podem n\u00e3o ser detetadas.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Depend\u00eancia da Distribui\u00e7\u00e3o Binomial<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> assume que as propor\u00e7\u00f5es seguem uma <b>distribui\u00e7\u00e3o binomial<\/b>.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: se a distribui\u00e7\u00e3o dos dados for diferente (ex.: Poisson ou hipergeom\u00e9trica), os limites de controlo podem ser imprecisos.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: em processos onde a taxa de defeitos \u00e9 altamente vari\u00e1vel, a suposi\u00e7\u00e3o binomial pode n\u00e3o ser v\u00e1lida.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Dificuldade de Interpreta\u00e7\u00e3o com Pequenas Amostras<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: para amostras muito pequenas (<b>n<sub>i<\/sub> < 30<\/b>), as propor\u00e7\u00f5es de defeitos podem variar amplamente, dificultando a an\u00e1lise.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: gr\u00e1ficos gerados com pequenas amostras apresentam alta variabilidade natural, mascarando tend\u00eancias reais.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: uma amostra de 10 itens com 1 defeito ter\u00e1 <b>p<sub>i<\/sub> = 10%<\/b>, o que pode ser visto como um desvio significativo, mesmo que o processo esteja sob controlo.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Complexidade em Processos Multivariados<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> s\u00f3 analisa uma caracter\u00edstica de qualidade por vez.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: em processos com m\u00faltiplas caracter\u00edsticas cr\u00edticas, \u00e9 necess\u00e1rio criar um gr\u00e1fico para cada uma, o que aumenta a complexidade.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: num processo que avalia dimens\u00f5es, acabamento e resist\u00eancia, ser\u00e1 necess\u00e1rio um gr\u00e1fico separado para cada caracter\u00edstica.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Restri\u00e7\u00f5es em Processos de Alta Produ\u00e7\u00e3o<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> \u00e9 menos eficaz em processos de produ\u00e7\u00e3o cont\u00ednua, onde amostras grandes podem ser dif\u00edceis de recolher com frequ\u00eancia.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Problema<\/span><\/strong>: pode levar a atrasos na identifica\u00e7\u00e3o de problemas ou tornar o gr\u00e1fico impratic\u00e1vel.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"roxo\">Exemplo<\/span><\/strong>: inspecionar <b>1%<\/b> de uma produ\u00e7\u00e3o de milh\u00f5es de unidades pode ser invi\u00e1vel para gerar amostras frequentes.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Conclus\u00e3o<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Embora o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> seja uma ferramenta vers\u00e1til para monitorizar propor\u00e7\u00f5es de defeitos, as suas limita\u00e7\u00f5es pr\u00e1ticas exigem aten\u00e7\u00e3o:<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Supera\u00e7\u00e3o de limita\u00e7\u00f5es<\/span><\/strong>: combinar o gr\u00e1fico com outras ferramentas de qualidade (ex.: Pareto, Ishikawa).<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Ajuste de par\u00e2metros<\/span><\/strong>: garantir amostras consistentes e adequadas para melhorar a sensibilidade.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Valida\u00e7\u00e3o dos dados<\/span><\/strong>: certifica\u00e7\u00e3o de que a recolha de dados e as inspe\u00e7\u00f5es s\u00e3o confi\u00e1veis e representativas.<\/ul><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Com essas precau\u00e7\u00f5es, o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> pode ser uma ferramenta eficaz para monitorizar e melhorar a qualidade dos processos.<\/ul>\n<p class=\"voltar\"><a href=\"#106\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec107\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">1\u00ba Exemplo Pr\u00e1tico<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul3\">No controlo da produ\u00e7\u00e3o de uma pe\u00e7a recolheram-se <b>30 amostras de dimens\u00e3o vari\u00e1vel<\/b>.<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul3\"><b>Objetivo<\/b>: realizar a an\u00e1lise do processo<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul3\">A tabela seguinte apresenta os resultados por amostra.<\/span><\/ul>\n<table width=\"100%\" style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" border=\"0\" cellspacing=\"0\" cellpadding=\"5\">\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Amostra N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Dimens\u00e3o<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">N\u00ba de Defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Propor\u00e7\u00e3o de defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Amostra N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Dimens\u00e3o<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">N\u00ba de Defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#0000FF\"><strong><font color=\"white\" size=\"4\">Propor\u00e7\u00e3o de defeitos<\/font><\/strong><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">88<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,045455<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">16<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">52<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,057692<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">78<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,038462<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">17<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">71<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,042254<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">64<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,015625<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">18<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">51<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,000000<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">92<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,097826<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">19<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,027397<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">57<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,035088<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">20<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">93<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,032258<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">70<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,014286<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">21<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">79<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,063291<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">88<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,056818<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">22<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">87<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,057471<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">68<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,044118<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">23<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">51<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,078431<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">72<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,111111<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">24<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">70<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,028571<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">10<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">60<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,050000<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">25<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">82<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,036585<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">11<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">60<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,083333<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">26<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">61<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,016393<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">12<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,054795<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">27<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">71<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,070423<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">13<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">85<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,047059<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">28<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">93<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,043011<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">14<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">89<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,011236<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">29<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">74<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,027027<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">15<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,095890<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">30<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">98<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,051020<\/font><\/td>\n  <\/tr>\n<\/table>\n<br class=\"\">\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">O <b>Gr\u00e1fico P<\/b> mostra<\/span><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\"><b>Propor\u00e7\u00f5es de defeitos<\/b> por amostra (pontos marcados no gr\u00e1fico).<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\"><b>Linha central (P-Bar)<\/b>: representa a propor\u00e7\u00e3o m\u00e9dia ponderada de defeitos.<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\"><b>Limites de controlo (UCL e LCL)<\/b>: delimitam a faixa de variabilidade natural do processo.<\/span><\/ul><\/ul>\n<table width=\"100%\" height=\"541\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\" class=\"table2\">\n  <tr><td height=\"60\" align=\"center\" valign=\"middle\"><div style=\"margin-left: 0 px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/www.probool.com\/wp-content\/uploads\/2024\/12\/Grafico_P_06.png\" width=\"1017\" height=\"531\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<p class=\"voltar\"><a href=\"#107\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec108\" class=\"MsoNormal\"><strong><span class=\"azul2\">An\u00e1lise das Tend\u00eancias Observadas no Gr\u00e1fico P<\/span><\/strong><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul3\">O <b>Gr\u00e1fico P<\/b> gerado permite avaliar a estabilidade e o desempenho do processo em termos da propor\u00e7\u00e3o de itens n\u00e3o conformes. A an\u00e1lise considera os pontos plotados, a linha central <b>P-Bar<\/b> e os limites de controlo superior <b>UCL<\/b> e inferior <b>LCL<\/b>.<\/span><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Verifica\u00e7\u00e3o da Estabilidade do Processo<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Pontos dentro dos limites de controlo:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Todos os pontos encontram-se dentro dos limites (<b>UCL<\/b> e <b>LCL<\/b>), indicando que <b>n\u00e3o h\u00e1 causas especiais de varia\u00e7\u00e3o<\/b> detetadas no processo.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Isso sugere que o processo est\u00e1 sob <b>controlo estat\u00edstico<\/b> e a variabilidade observada \u00e9 devida a causas comuns (inerentes ao processo).<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">An\u00e1lise da Linha Central (P-Bar)<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">P-Bar (Propor\u00e7\u00e3o M\u00e9dia de Defeitos):<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">A linha central reflete a propor\u00e7\u00e3o m\u00e9dia ponderada de defeitos no processo, estimada em <b>5%<\/b> (0.05).<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Este valor est\u00e1 dentro de uma faixa aceit\u00e1vel para muitos processos industriais, dependendo das especifica\u00e7\u00f5es do produto e dos requisitos do cliente.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Tend\u00eancias ou desvios:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">N\u00e3o h\u00e1 evid\u00eancia de tend\u00eancias ou desvios significativos (ex.: aumento progressivo de defeitos), o que refor\u00e7a a estabilidade do processo.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">An\u00e1lise dos Limites de Controlo (UCL e LCL)<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">UCL (Limite Superior de Controlo):<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Representa o limite m\u00e1ximo esperado para a propor\u00e7\u00e3o de defeitos considerando varia\u00e7\u00f5es naturais.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Nenhum ponto ultrapassou este limite, indicando que o processo est\u00e1 dentro da variabilidade normal.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">LCL (Limite Inferior de Controlo):<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Para amostras com tamanhos grandes, o LCL pode aproximar-se de zero. No gr\u00e1fico, n\u00e3o h\u00e1 propor\u00e7\u00f5es de defeitos negativas, e todas as amostras permanecem dentro dos limites inferiores ajustados.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Variabilidade entre Amostras<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Tamanhos vari\u00e1veis de amostras (n):<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">O tamanho das amostras varia entre <b>50<\/b> e <b>100<\/b> itens, influenciando a amplitude dos limites de controlo.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Limites mais amplos para amostras menores refletem maior incerteza estat\u00edstica, enquanto amostras maiores oferecem maior precis\u00e3o.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Propor\u00e7\u00f5es consistentes:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">As propor\u00e7\u00f5es de defeitos apresentam varia\u00e7\u00e3o, mas seguem um padr\u00e3o aleat\u00f3rio ao redor da linha central, indicando aus\u00eancia de padr\u00f5es sistem\u00e1ticos (ex.: ciclos ou sazonalidades).<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Conformidade do Processo<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Taxa de defeitos aceit\u00e1vel:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">A propor\u00e7\u00e3o m\u00e9dia de defeitos de <b>5%<\/b> \u00e9 consistente e aceit\u00e1vel para muitos contextos industriais.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Conformidade com limites de toler\u00e2ncia:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">N\u00e3o foi identificado nenhum ponto fora dos limites de controlo, o que sugere que o processo est\u00e1 <b>conforme com os requisitos de qualidade atuais<\/b>.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Conclus\u00f5es e Recomenda\u00e7\u00f5es<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Conclus\u00f5es:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">O processo est\u00e1 sob controlo estat\u00edstico, com todas as propor\u00e7\u00f5es de defeitos dentro dos limites naturais.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">A variabilidade observada \u00e9 devida a causas comuns e n\u00e3o exige a\u00e7\u00f5es corretivas imediatas.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">A propor\u00e7\u00e3o m\u00e9dia de defeitos (5%) \u00e9 consistente, o que demonstra boa estabilidade do processo.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Recomenda\u00e7\u00f5es:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Monitorizar continuamente o processo:<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Manter a recolha de dados regular e o acompanhamento do gr\u00e1fico para detetar poss\u00edveis mudan\u00e7as no futuro.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Analisar requisitos de qualidade:<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Verificar se a propor\u00e7\u00e3o m\u00e9dia de 5% atende aos requisitos do cliente ou se h\u00e1 margem para melhorias.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Investigar a origem de defeitos:<\/span><\/strong><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><\/span><span class=\"padleft\"><\/span><span class=\"azul3\">Mesmo com o processo sob controlo, explorar oportunidades para reduzir ainda mais a taxa de defeitos, utilizando ferramentas como o <b>diagrama de Ishikawa<\/b> ou o <b>diagrama de Pareto<\/b>.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Esta an\u00e1lise fornece uma vis\u00e3o abrangente do estado do processo, evidenciando a sua estabilidade e conformidade, enquanto aponta caminhos para melhorias. <\/ul>\n<p class=\"voltar\"><a href=\"#108\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec109\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">2\u00ba Exemplo Pr\u00e1tico<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">Recolheram-se 50 amostras de dimens\u00e3o vari\u00e1vel durante uma produ\u00e7\u00e3o de anilhas.<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\"><b>Objetivo<\/b>: realizar a an\u00e1lise do processo<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">A tabela seguinte apresenta o n\u00famero de defeitos e respetivas propor\u00e7\u00f5es por amostra analisada.<\/span><\/ul>\n<br class=\"\">\n<table width=\"100%\" style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" border=\"0\" cellspacing=\"0\" cellpadding=\"5\">\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Amostra N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Dimens\u00e3o<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">N\u00ba de Defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Propor\u00e7\u00e3o de defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Amostra N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Dimens\u00e3o<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">N\u00ba de Defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Propor\u00e7\u00e3o de defeitos<\/font><\/strong><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">88<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,022727<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">26<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">61<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,098361<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">78<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,064103<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">27<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">71<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,056338<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">64<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,046875<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">28<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">93<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,064516<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">92<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,021739<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">29<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">74<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,081081<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">57<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,052632<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">30<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">98<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,051020<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">70<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,014286<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">31<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">76<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,105263<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">88<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,090909<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">32<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">91<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,043956<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">68<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,044118<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">33<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">77<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">12<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,155844<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">72<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,069444<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">34<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">65<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,107692<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">10<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">60<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,050000<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">35<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">64<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,046875<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">11<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">60<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,066667<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">36<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">96<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,020833<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">12<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,068493<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">37<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">93<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">10<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,107527<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">13<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">85<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,035294<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">38<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">52<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,115385<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">14<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">89<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">10<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,112360<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">39<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">86<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,104651<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">15<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,082192<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">40<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">56<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,107143<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">16<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">52<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,115385<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">41<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">70<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,042857<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">17<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">71<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,098592<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">42<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">58<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,068966<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">18<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">51<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,078431<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">43<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">88<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,056818<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">19<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">73<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,109589<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">44<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">67<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,134328<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">20<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">93<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,032258<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">45<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">53<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,113208<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">21<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">79<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,050633<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">46<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">74<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,081081<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">22<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">87<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,022989<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">47<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">63<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,047619<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">23<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">51<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,058824<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">48<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">99<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,080808<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">24<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">70<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,057143<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">49<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">58<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,086207<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">25<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">82<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,060976<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">50<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">75<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"12%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"13%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">0,120000<\/font><\/td>\n  <\/tr>\n<\/table>\n<br class=\"\">\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">O <b>Gr\u00e1fico P<\/b> mostra<\/span><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Propor\u00e7\u00f5es crescentes de defeitos<\/b> ao longo das amostras, indicando uma tend\u00eancia clara para sair de controlo.<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Linha central (P-Bar)<\/b>: reflete a propor\u00e7\u00e3o m\u00e9dia ponderada de defeitos.<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Limites de controlo (UCL e LCL)<\/b>: delimitam a faixa de variabilidade natural do processo.<\/span><\/ul><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">A tend\u00eancia crescente mostra que o processo est\u00e1 a deteriorar-se progressivamente.<\/span><\/ul>\n<table width=\"100%\" height=\"557\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\" class=\"table2\">\n  <tr><td height=\"60\" align=\"center\" valign=\"middle\"><div style=\"margin-left: 0 px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/www.probool.com\/wp-content\/uploads\/2024\/12\/Grafico_P_07.png\" width=\"1055\" height=\"547\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<p class=\"voltar\"><a href=\"#109\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec110\" class=\"MsoNormal\"><strong><span class=\"azul4\">An\u00e1lise das Tend\u00eancias Observadas no Gr\u00e1fico P<\/span><\/strong><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">O <b>Gr\u00e1fico P<\/b> revela uma <b>tend\u00eancia crescente na propor\u00e7\u00e3o de defeitos<\/b>, indicando que o processo est\u00e1 a <b>perder estabilidade<\/b> ao longo do tempo. Esta an\u00e1lise detalha os sinais de deteriora\u00e7\u00e3o, as poss\u00edveis causas e recomenda solu\u00e7\u00f5es pr\u00e1ticas para estabilizar o processo.<\/span><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Observa\u00e7\u00f5es Chave<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Tend\u00eancia crescente:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">A propor\u00e7\u00e3o de defeitos aumenta gradualmente nas amostras, mesmo que os pontos ainda estejam dentro dos limites de controlo no in\u00edcio.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Este padr\u00e3o sugere que o processo est\u00e1 a sofrer degrada\u00e7\u00e3o progressiva.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Amostras com valores altos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Amostras em fases posteriores apresentam valores de defeitos significativamente mais altos, aproximando-se do limite superior de controlo <b>UCL<\/b>.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Estabilidade comprometida:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Apesar de o processo ainda n\u00e3o ter ultrapassado os limites de controlo iniciais, a tend\u00eancia \u00e9 clara e indica que o processo est\u00e1 em <b>risco de sair de controlo<\/b>.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Poss\u00edveis Causas da Tend\u00eancia<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Equipamentos:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Desgaste mec\u00e2nico<\/b>: componentes de m\u00e1quinas que est\u00e3o a perder precis\u00e3o ou efici\u00eancia.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Manuten\u00e7\u00e3o inadequada<\/b>: falta de manuten\u00e7\u00e3o preventiva ou ajustes nos equipamentos.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Materiais:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Varia\u00e7\u00f5es na qualidade dos materiais<\/b>: lotes de mat\u00e9ria-prima com qualidade inconsistente.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Fornecedores n\u00e3o conformes<\/b>: altera\u00e7\u00f5es no fornecedor ou no lote de materiais sem verifica\u00e7\u00e3o rigorosa.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Operadores:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Fadiga ou erro humano<\/b>: operadores menos atentos ou com menor experi\u00eancia em turnos espec\u00edficos.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Falta de forma\u00e7\u00e3o<\/b>: altera\u00e7\u00f5es no processo que n\u00e3o foram bem compreendidas pelas equipas.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Ambiente:<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Condi\u00e7\u00f5es ambientais vari\u00e1veis<\/b>: mudan\u00e7as de temperatura, humidade ou vibra\u00e7\u00f5es que afetam o processo.<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Falta de controlo sobre fatores externos<\/b>: condi\u00e7\u00f5es de armazenamento inadequadas.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Recomenda\u00e7\u00f5es para Estabiliza\u00e7\u00e3o<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">A\u00e7\u00f5es de Curto Prazo<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Identifica\u00e7\u00e3o e Mitiga\u00e7\u00e3o R\u00e1pida de Causas Especiais:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Realizar uma inspe\u00e7\u00e3o imediata nos equipamentos para identificar desgaste ou desalinhamento.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Verificar a conformidade do lote de materiais em uso.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Refor\u00e7ar a Forma\u00e7\u00e3o dos Operadores:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Promover sess\u00f5es de capacita\u00e7\u00e3o, especialmente se houve mudan\u00e7as recentes nos m\u00e9todos ou equipamentos.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Monitorizar os Dados com Maior Frequ\u00eancia:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Aumentar a frequ\u00eancia de recolha de dados para identificar com maior precis\u00e3o o momento em que o processo come\u00e7a a deteriorar-se.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">A\u00e7\u00f5es de M\u00e9dio Prazo<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Implementar Manuten\u00e7\u00e3o Preventiva:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Estabelecer um plano regular de manuten\u00e7\u00e3o para reduzir a probabilidade de falhas mec\u00e2nicas.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Substituir componentes cr\u00edticos em intervalos regulares.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Ajustar os Procedimentos Operacionais:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Rever os procedimentos de trabalho para garantir consist\u00eancia entre turnos e operadores.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Estabilizar a Qualidade dos Materiais:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Implementar inspe\u00e7\u00f5es rigorosas para garantir que os lotes recebidos est\u00e3o dentro das especifica\u00e7\u00f5es.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Trabalhar em parceria com fornecedores para melhorar a qualidade dos materiais.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">A\u00e7\u00f5es de Longo Prazo<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Automatizar o Controlo do Processo:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Utilizar sensores e sistemas de monitoriza\u00e7\u00e3o em tempo real para identificar anomalias precocemente.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Integrar softwares de gest\u00e3o de qualidade para automatizar alertas e an\u00e1lises.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Adotar M\u00e9todos de Melhoria Cont\u00ednua:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Implementar metodologias como <b>Lean<\/b> ou <b>Six Sigma<\/b> para identificar e reduzir varia\u00e7\u00f5es comuns no processo.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Realizar projetos espec\u00edficos para reduzir a propor\u00e7\u00e3o m\u00e9dia de defeitos.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Controlar Fatores Ambientais:<\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><i class=\"fa fa-arrow-circle-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Introduzir sistemas de controlo de temperatura, humidade e outras vari\u00e1veis ambientais que possam influenciar o processo.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Conclus\u00e3o<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">O processo apresenta uma <b>tend\u00eancia clara de deteriora\u00e7\u00e3o<\/b>, indicando que sem interven\u00e7\u00e3o, os defeitos continuar\u00e3o a aumentar, eventualmente saindo dos limites de controlo.<\/span><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Curto prazo<\/b>: priorizar a inspe\u00e7\u00e3o de m\u00e1quinas, materiais e operadores para mitigar causas imediatas.<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>M\u00e9dio prazo<\/b>: estabilizar as opera\u00e7\u00f5es atrav\u00e9s de manuten\u00e7\u00e3o, padroniza\u00e7\u00e3o e controlo de materiais.<\/span><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><span class=\"verde1\"><b>Longo prazo<\/b>: investir em automatiza\u00e7\u00e3o e melhoria cont\u00ednua para reduzir varia\u00e7\u00f5es e assegurar a estabilidade.<\/span><\/ul><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Essas a\u00e7\u00f5es, combinadas, permitir\u00e3o estabilizar o processo, reduzir a propor\u00e7\u00e3o de defeitos e manter o controlo estat\u00edstico a longo prazo.<\/span><\/ul>\n<p class=\"voltar\"><a href=\"#110\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec111\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Notas Finais<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>A qualidade \u00e9 a chave para a excel\u00eancia em qualquer organiza\u00e7\u00e3o, e ferramentas como o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> s\u00e3o fundamentais para alcan\u00e7ar este objetivo. Este estudo demonstrou que, mesmo em contextos de elevada variabilidade, o uso estrat\u00e9gico do Gr\u00e1fico P pode transformar a forma como os processos s\u00e3o monitorizados e otimizados.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Incorporar o <strong><span class=\"azul2\">Gr\u00e1fico P<\/span><\/strong> na gest\u00e3o di\u00e1ria n\u00e3o \u00e9 apenas um passo para a conformidade, mas uma oportunidade para promover a melhoria cont\u00ednua, identificar causas de varia\u00e7\u00e3o e tomar decis\u00f5es baseadas em evid\u00eancias. Ao aplic\u00e1-lo em conjunto com outras ferramentas de qualidade, as organiza\u00e7\u00f5es podem alcan\u00e7ar n\u00edveis superiores de desempenho e satisfa\u00e7\u00e3o dos seus clientes.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Deixe que o conhecimento aqui partilhado seja um ponto de partida para transformar desafios em oportunidades. Invista na qualidade e capacite a sua equipa com as melhores pr\u00e1ticas para um futuro mais eficiente, competitivo e sustent\u00e1vel. A a\u00e7\u00e3o come\u00e7a agora \u2013 implemente, aprimore e colha os frutos da excel\u00eancia operacional.<\/ul>\n<p class=\"voltar\"><a href=\"#indice\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>O \u201cGr\u00e1fico P\u201d (Proporcional) \u00e9 um tipo de gr\u00e1fico de controlo utilizado para monitorizar \u201cpropor\u00e7\u00f5es de itens n\u00e3o conformes\u201d (defeituosos) em amostras recolhidas ao longo do tempo. Ele \u00e9 amplamente \u201caplicado em situa\u00e7\u00f5es onde se analisam atributos\u201d (caracter\u00edsticas que atendem ou n\u00e3o atendem a uma especifica\u00e7\u00e3o) e n\u00e3o vari\u00e1veis cont\u00ednuas.<\/p>\n","protected":false},"author":5,"featured_media":4591,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[384],"tags":[361,364],"class_list":["post-4485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-metodos-estatisticos-e-analise-de-dados","tag-grafico","tag-p"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Gr\u00e1fico P -<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.probool.com\/?p=4485\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Gr\u00e1fico P -\" \/>\n<meta property=\"og:description\" content=\"O \u201cGr\u00e1fico P\u201d (Proporcional) \u00e9 um tipo de gr\u00e1fico de controlo utilizado para monitorizar \u201cpropor\u00e7\u00f5es de itens n\u00e3o conformes\u201d (defeituosos) em amostras recolhidas ao longo do tempo. 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