{"id":4567,"date":"2025-02-13T11:00:45","date_gmt":"2025-02-13T11:00:45","guid":{"rendered":"https:\/\/www.probool.com\/?p=4567"},"modified":"2025-03-25T14:03:59","modified_gmt":"2025-03-25T14:03:59","slug":"grafico-u","status":"publish","type":"post","link":"https:\/\/www.probool.com\/?p=4567","title":{"rendered":"Gr\u00e1fico U"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4567\" class=\"elementor elementor-4567\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26cd8f4 e-flex e-con-boxed e-con e-parent\" data-id=\"26cd8f4\" 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-60599e9 elementor-widget elementor-widget-text-editor\" data-id=\"60599e9\" 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\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 U<\/u><\/span><\/a><\/ul>\n<ul><a id=\"103\"><\/a><a href=\"#sec103\"><span class=\"azul2\"><u>Processos que Beneficiam do Gr\u00e1ficos U<\/u><\/span><\/a><\/ul>\n<ul><a id=\"104\"><\/a><a href=\"#sec104\"><span class=\"azul2\"><u>Conceitos Te\u00f3ricos Fundamentais<\/u><\/span><\/a><\/ul>\n<ul><a id=\"105\"><\/a><a href=\"#sec105\"><span class=\"azul2\"><u>Vantagens do Gr\u00e1fico U<\/u><\/span><\/a><\/ul>\n<ul><a id=\"106\"><\/a><a href=\"#sec106\"><span class=\"azul2\"><u>An\u00e1lise de Tend\u00eancias de um Gr\u00e1fico U<\/u><\/span><\/a><\/ul>\n<ul><a id=\"107\"><\/a><a href=\"#sec107\"><span class=\"azul2\"><u>Limita\u00e7\u00f5es do Gr\u00e1fico U<\/u><\/span><\/a><\/ul>\n<ul><a id=\"108\"><\/a><a href=\"#sec108\"><span class=\"azul2\"><u>Exemplo Pr\u00e1tico<\/u><\/span><\/a><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><a id=\"109\"><\/a><a href=\"#sec109\"><span class=\"azul2\"><u>An\u00e1lise do Gr\u00e1fico U Obtido<\/u><\/span><\/a><\/ul><\/ul>\n<ul><a id=\"110\"><\/a><a href=\"#sec110\"><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 U<\/span><\/strong> \u00e9 uma ferramenta indispens\u00e1vel para a an\u00e1lise e monitoriza\u00e7\u00e3o de processos industriais e de servi\u00e7os onde o tamanho das amostras varia significativamente. Este documento explora de forma abrangente a sua aplicabilidade, caracter\u00edsticas fundamentais e vantagens, bem como as limita\u00e7\u00f5es pr\u00e1ticas que podem surgir na sua utiliza\u00e7\u00e3o.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>O trabalho destaca como o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 essencial para assegurar a qualidade em processos onde a densidade de defeitos ou n\u00e3o conformidades por unidade \u00e9 uma m\u00e9trica cr\u00edtica. Desde a monitoriza\u00e7\u00e3o em processos de produ\u00e7\u00e3o cont\u00ednua e personalizados at\u00e9 a auditorias internas e controlo ambiental, o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> adapta-se a uma vasta gama de cen\u00e1rios. Com exemplos detalhados e an\u00e1lises pr\u00e1ticas, oferece uma vis\u00e3o clara sobre como implementar esta ferramenta de controlo estat\u00edstico de forma eficaz e adaptada \u00e0 realidade de diferentes ind\u00fastrias.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Este estudo pretende n\u00e3o apenas apresentar os fundamentos te\u00f3ricos do <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong>, mas tamb\u00e9m fornecer orienta\u00e7\u00f5es pr\u00e1ticas para a sua aplica\u00e7\u00e3o, destacando os benef\u00edcios de uma monitoriza\u00e7\u00e3o estat\u00edstica robusta e a import\u00e2ncia de ajustes cont\u00ednuos para melhorar a qualidade e a efici\u00eancia.<\/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 U<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 apropriado em situa\u00e7\u00f5es onde:<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Os dados representam contagens de defeitos (n\u00e3o conformidades)<\/span><\/strong>: cada unidade pode conter m\u00faltiplos defeitos.<\/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>: contar bolhas em pe\u00e7as de vidro ou defeitos por metro quadrado de tecido.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">As unidades de inspe\u00e7\u00e3o t\u00eam tamanhos vari\u00e1veis<\/span><\/strong>: ao contr\u00e1rio do <b>Gr\u00e1fico C<\/b>, o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> ajusta-se para diferen\u00e7as no tamanho das amostras.<\/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>: contar defeitos em diferentes tamanhos de lotes de produ\u00e7\u00e3o ou diferentes comprimentos de tecido.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Os defeitos s\u00e3o independentes<\/span><\/strong>: a ocorr\u00eancia de um defeito n\u00e3o afeta a probabilidade de outros defeitos na mesma unidade.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde1\">Foco no desempenho por unidade<\/span><\/strong>: analisar a m\u00e9dia de defeitos por unidade \u00e9 mais relevante do que o n\u00famero total de defeitos.<\/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 do Gr\u00e1ficos U<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 especialmente \u00fatil em contextos onde os produtos ou lotes n\u00e3o s\u00e3o uniformes, mas a densidade de defeitos ou falhas por unidade \u00e9 uma m\u00e9trica cr\u00edtica.<\/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 com Tamanhos 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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: produ\u00e7\u00e3o de itens com tamanhos ou volumes diferentes, onde a densidade de defeitos \u00e9 mais relevante do que o n\u00famero absoluto.<\/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=\"azul3\">Ind\u00fastria T\u00eaxtil<\/span><\/strong>: monitoriza\u00e7\u00e3o do n\u00famero de defeitos (manchas, rasg\u00f5es) por metro quadrado de tecido.<\/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\">Produ\u00e7\u00e3o de Embalagens de Papel<\/span><\/strong>: controlo de defeitos como dobras ou cortes irregulares por unidade de \u00e1rea.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: permite comparar a densidade de defeitos entre lotes de tamanhos diferentes, garantindo a consist\u00eancia da qualidade.<\/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 Lotes Personalizados<\/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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: produtos personalizados com variabilidade significativa nas dimens\u00f5es ou requisitos.<\/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=\"azul3\">Ind\u00fastria Metalomec\u00e2nica<\/span><\/strong>: controlo de porosidades em soldaduras por metro de junta em pe\u00e7as com diferentes comprimentos.<\/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\">Produ\u00e7\u00e3o de Mobili\u00e1rio<\/span><\/strong>: controlo de falhas de acabamento (riscos, falhas) por metro quadrado de madeira trabalhada.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: permite avaliar a qualidade independentemente da variabilidade nas especifica\u00e7\u00f5es 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 Inspe\u00e7\u00e3o Visual<\/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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: inspe\u00e7\u00e3o de produtos onde a densidade de defeitos \u00e9 uma m\u00e9trica 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=\"azul3\">Ind\u00fastria Automobil\u00edstica<\/span><\/strong>: controlo do n\u00famero de imperfei\u00e7\u00f5es de pintura por metro quadrado em carro\u00e7arias.<\/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\">Ind\u00fastria de Cer\u00e2mica<\/span><\/strong>: monitoriza\u00e7\u00e3o de fissuras ou quebras em ladrilhos por unidade de \u00e1rea.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: facilita a avalia\u00e7\u00e3o de produtos que variam em tamanho ou \u00e1rea de 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\">Processos de Monitoriza\u00e7\u00e3o 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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: servi\u00e7os com fluxos vari\u00e1veis, onde o foco est\u00e1 na taxa de ocorr\u00eancias indesejadas por unidade.<\/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=\"azul3\">Transporte P\u00fablico<\/span><\/strong>: controlo do n\u00famero de reclama\u00e7\u00f5es por passageiro transportado em diferentes rotas.<\/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\">Centros de Distribui\u00e7\u00e3o<\/span><\/strong>: monitoriza\u00e7\u00e3o de erros de expedi\u00e7\u00e3o (artigos errados, entregas atrasadas) por n\u00famero de encomendas processadas.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: permite comparar o desempenho entre diferentes turnos ou per\u00edodos, mesmo com volumes 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 Cont\u00ednua<\/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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: processos cont\u00ednuos em que a qualidade \u00e9 monitorizada por unidade de medida.<\/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=\"azul3\">Ind\u00fastria de Pl\u00e1sticos<\/span><\/strong>: controlo de bolhas ou deforma\u00e7\u00f5es por metro linear de tubos produzidos na extrusora.<\/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\">Ind\u00fastria Alimentar<\/span><\/strong>: controlo de contaminantes (ex.: part\u00edculas estranhas) por quilograma de produto embalado.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong> garante uma an\u00e1lise consistente mesmo em processos de produ\u00e7\u00e3o cont\u00ednua.<\/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 Testes Destrutivos<\/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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: testes realizados em produtos que n\u00e3o podem ser recuperados, frequentemente com 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=\"azul3\">Ind\u00fastria Qu\u00edmica<\/span><\/strong>: monitoriza\u00e7\u00e3o de falhas de resist\u00eancia em pol\u00edmeros por unidade de peso testada.<\/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\">Ind\u00fastria de Materiais de Constru\u00e7\u00e3o<\/span><\/strong>: controlo do n\u00famero de fissuras em blocos de cimento testados por unidade de volume.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: permite analisar a consist\u00eancia dos resultados, ajustando para diferen\u00e7as 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 Controle 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=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: monitoriza\u00e7\u00e3o da densidade de contaminantes em diferentes volumes ou \u00e1reas.<\/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=\"azul3\">Tratamento de \u00c1guas<\/span><\/strong>: controlo do n\u00famero de part\u00edculas ou bact\u00e9rias por litro 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=\"azul3\">Monitoriza\u00e7\u00e3o de Polui\u00e7\u00e3o<\/span><\/strong>: medi\u00e7\u00e3o do n\u00famero de part\u00edculas suspensas por metro c\u00fabico de ar.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: garante a conformidade com regulamentos ambientais em condi\u00e7\u00f5es 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\">Tratamento de \u00c1guas<\/span><\/strong>: processos de Auditorias Internas<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul1\">Caracter\u00edsticas<\/span><\/strong>: auditorias com volumes vari\u00e1veis de inspe\u00e7\u00e3o ou 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=\"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=\"azul3\">Controlo de Documenta\u00e7\u00e3o<\/span><\/strong>: monitoriza\u00e7\u00e3o de n\u00e3o conformidades em documentos auditados por p\u00e1gina analisada.<\/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\">Auditoria de Invent\u00e1rio<\/span><\/strong>: controlo de discrep\u00e2ncias registadas por n\u00famero de itens verificados.<\/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=\"azul1\">Benef\u00edcio do Gr\u00e1fico U<\/span><\/strong>: ajusta os resultados \u00e0s diferen\u00e7as nos volumes auditados, tornando as an\u00e1lises mais equitativas.<\/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 U<\/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=\"#663300\"><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=\"#663300\"><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=\"#663300\"><strong><font color=\"white\" size=\"4\">Benef\u00edcio do Gr\u00e1fico U<\/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\">Tamanhos vari\u00e1veis de produ\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\">T\u00eaxteis, embalagens<\/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 densidade de defeitos entre lotes<\/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\">Lotes personalizados<\/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\">Soldaduras, mobili\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 qualidade independentemente das dimens\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\">Inspe\u00e7\u00e3o visual<\/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\">Pintura de carro\u00e7arias, cer\u00e2mica<\/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 a qualidade em produtos com \u00e1reas vari\u00e1veis<\/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 de 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\">Reclama\u00e7\u00f5es no transporte, expedi\u00e7\u00e3o de encomendas<\/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 os resultados ao volume de servi\u00e7os prestados<\/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 cont\u00ednua<\/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\">Pl\u00e1sticos, alimentos<\/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 consist\u00eancia em processos cont\u00ednuos<\/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\">Testes destrutivos<\/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\">Pol\u00edmeros, materiais de constru\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\">Garante an\u00e1lises precisas em amostras vari\u00e1veis<\/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\">Controle 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\">Tratamento de \u00e1gua, 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\">Garante conformidade em diferentes condi\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\">Auditorias internas<\/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\u00e1rios<\/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 discrep\u00e2ncias com base nos volumes auditados<\/font><\/td>\n  <\/tr>\n<\/table>\n<br class=\"\">\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 ideal para processos onde as unidades analisadas variam em tamanho ou volume, mas a densidade de defeitos ou n\u00e3o conformidades \u00e9 a principal m\u00e9trica de qualidade. A sua versatilidade permite aplica\u00e7\u00f5es em diversos setores e contextos, garantindo an\u00e1lises consistentes e acion\u00e1veis. <\/ul>\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 Fundamentais<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">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 i-n\u00e9sima unidade ou amostra.<\/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\">C<sub>i<\/sub><\/span><\/strong>: n\u00famero total de defeitos na i-n\u00e9sima unidade.<\/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\">U<sub>i<\/sub><\/span><\/strong>: n\u00famero m\u00e9dio de defeitos por unidade para a i-\u00e9sima amostra: <\/ul><\/ul>\n<table width=\"100%\" height=\"52\" 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_U_01.png\" width=\"63\" height=\"42\" \/><\/div><\/td><\/tr>\n<\/table>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Linha Central (CL)<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>A linha central (<b>CL<\/b>) representa a m\u00e9dia global de defeitos por unidade (<b>U-Bar<\/b>):<\/ul>\n<table width=\"100%\" height=\"54\" 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_U_02.png\" width=\"131\" height=\"44\" \/><\/div><\/td><\/tr>\n<\/table>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span><b>k<\/b>: 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=\"castanho1\">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 ajustados de acordo com o tamanho vari\u00e1vel das amostras:<\/ul>\n<table width=\"100%\" height=\"108\" 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_U_03.png\" width=\"131\" height=\"98\" \/><\/div><\/td><\/tr>\n<\/table>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Caso <b>LCL < 0<\/b>, ajusta-se <b>LCL = 0<\/b>, pois valores negativos n\u00e3o fazem sentido para contagens.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"castanho1\">Representar os Dados<\/span><\/strong><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>No <strong><span class=\"preto\">eixo X<\/span><\/strong>: identificar as amostras.<\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span>No <strong><span class=\"preto\">eixo Y<\/span><\/strong>: representar o n\u00famero m\u00e9dio de defeitos por unidade (<b>U<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>LC<\/b>), os limites de controlo (<b>UCL<\/b>, <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=\"castanho1\">Interpreta\u00e7\u00e3o do Gr\u00e1fico U<\/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\">Pontos dentro dos limites de controlo<\/span><\/strong>: o processo est\u00e1 sob controlo estat\u00edstico, com varia\u00e7\u00f5es dentro da faixa esperada.<\/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\">Pontos fora dos limites de controlo<\/span><\/strong>: indicam a presen\u00e7a de causas especiais de varia\u00e7\u00e3o que requerem investiga\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=\"preto\">Tend\u00eancias ou padr\u00f5es an\u00f3malos<\/span><\/strong>: sequ\u00eancias longas de pontos acima ou abaixo da linha central (<b>LC<\/b>) podem indicar altera\u00e7\u00f5es progressivas no processo.<\/ul><\/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\">Vantagens do Gr\u00e1fico U<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Adapta\u00e7\u00e3o a unidades vari\u00e1veis<\/span><\/strong>: permite an\u00e1lises precisas mesmo com tamanhos de amostras diferentes.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Identifica\u00e7\u00e3o de causas especiais<\/span><\/strong>: destaca varia\u00e7\u00f5es significativas no n\u00famero m\u00e9dio de defeitos.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"verde2\">Simplicidade e flexibilidade<\/span><\/strong>: f\u00e1cil de interpretar e aplicar em diferentes contextos.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>O <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> ajusta os c\u00e1lculos para refletir a variabilidade natural do processo, garantindo uma an\u00e1lise mais precisa. No entanto, sua efic\u00e1cia depende de uma recolha de dados rigorosa e da valida\u00e7\u00e3o das premissas de independ\u00eancia dos defeitos. Quando bem aplicado, o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 essencial para assegurar a qualidade e a estabilidade em processos complexos.<\/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\">An\u00e1lise de Tend\u00eancias de um Gr\u00e1fico U<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>A an\u00e1lise de tend\u00eancias num <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 um processo que identifica padr\u00f5es consistentes no n\u00famero m\u00e9dio de defeitos por unidade (<b>U<sub>i<\/sub><\/b>) ao longo do tempo, ajustados para tamanhos vari\u00e1veis das unidades de inspe\u00e7\u00e3o. Essas tend\u00eancias podem revelar altera\u00e7\u00f5es progressivas no processo, melhorias ou deteriora\u00e7\u00f5es, e at\u00e9 varia\u00e7\u00f5es sazonais.<\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">O que \u00e9 uma Tend\u00eancia no Gr\u00e1fico U?<\/span><\/strong><\/ul>\n<ul><span class=\"wing01\"><\/span><span class=\"padleft\"><\/span>Uma tend\u00eancia no <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> refere-se a um padr\u00e3o repetitivo ou progressivo nos valores <b>U<sub>i<\/sub><\/b> (n\u00famero m\u00e9dio de defeitos por unidade) entre as amostras, podendo ser:<\/ul>\n<ul><ul><span class=\"wing02\"><i class=\"fa fa-hand-o-right\"><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Crescente<\/span><\/strong>: o n\u00famero m\u00e9dio de defeitos por unidade aumenta ao longo do tempo.<\/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\">Decrescente<\/span><\/strong>: o n\u00famero m\u00e9dio de defeitos por unidade diminui progressivamente.<\/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\">C\u00edclica<\/span><\/strong>: varia\u00e7\u00f5es peri\u00f3dicas no n\u00famero m\u00e9dio de defeitos por unidade.<\/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\">Est\u00e1vel<\/span><\/strong>: varia\u00e7\u00f5es aleat\u00f3rias dentro dos limites de controlo, sem um padr\u00e3o definido.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Tipos de Tend\u00eancias e Sua Interpreta\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=\"azul3\">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=\"verde1\">Descri\u00e7\u00e3o:<\/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><b>U<sub>i<\/sub><\/b> aumenta progressivamente ao longo das amostras.<\/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=\"verde1\">Causas Comuns:<\/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>Degrada\u00e7\u00e3o de equipamentos ou ferramentas.<\/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>Redu\u00e7\u00e3o da qualidade de mat\u00e9rias-primas.<\/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 acumulativos no ambiente ou m\u00e9todos de trabalho.<\/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><\/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>Um aumento gradual no n\u00famero m\u00e9dio de defeitos por metro quadrado de tecido ao longo de 10 lotes pode indicar desgaste das m\u00e1quinas.<\/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=\"verde1\">A\u00e7\u00e3o:<\/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>Verificar o estado dos equipamentos e realizar manuten\u00e7\u00e3o preventiva.<\/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>Reavaliar a qualidade das mat\u00e9rias-primas recebidas.<\/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=\"azul3\">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=\"verde1\">Descri\u00e7\u00e3o:<\/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><b>U<sub>i<\/sub><\/b> diminui ao longo das amostras.<\/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=\"verde1\">Causas Comuns:<\/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>Substitui\u00e7\u00e3o de equipamentos ou ferramentas.<\/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 forma\u00e7\u00e3o dos operadores.<\/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><\/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>Ap\u00f3s instalar um sistema de controlo automatizado, o n\u00famero m\u00e9dio de defeitos por lote reduz consistentemente.<\/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=\"verde1\">A\u00e7\u00e3o:<\/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>Documentar e padronizar as melhorias realizadas para replica\u00e7\u00e3o futura.<\/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>Monitorizar a sustentabilidade das melhorias implementadas.<\/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=\"azul3\">Oscila\u00e7\u00f5es ou Padr\u00f5es 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=\"verde1\">Descri\u00e7\u00e3o:<\/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><b>U<sub>i<\/sub><\/b> apresenta flutua\u00e7\u00f5es peri\u00f3dicas ou regulares.<\/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=\"verde1\">Causas Comuns:<\/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>Diferen\u00e7as entre turnos (ex.: experi\u00eancia dos 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>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>Problemas intermitentes em equipamentos ou m\u00e9todos.<\/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><\/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>O n\u00famero m\u00e9dio de defeitos \u00e9 consistentemente maior no turno da noite devido \u00e0 menor supervis\u00e3o.<\/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=\"verde1\">A\u00e7\u00e3o:<\/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>Refor\u00e7ar a forma\u00e7\u00e3o e supervis\u00e3o nos turnos problem\u00e1ticos.<\/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>Estabilizar fatores sazonais com controles ambientais.<\/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=\"azul3\">Estabilidade<\/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\">Descri\u00e7\u00e3o:<\/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><b>U<sub>i<\/sub><\/b> oscila aleatoriamente ao redor da linha central (<b>U-barra<\/b>), sem um padr\u00e3o evidente.<\/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=\"verde1\">Causas Comuns:<\/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>Variabilidade natural do processo, sem presen\u00e7a de causas especiais.<\/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><\/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>Uma linha de produ\u00e7\u00e3o est\u00e1vel apresenta pequenas varia\u00e7\u00f5es de <b>U<sub>i<\/sub><\/b>, dentro dos limites de controlo.<\/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=\"verde1\">A\u00e7\u00e3o:<\/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>Continuar a monitorizar o processo regularmente.<\/ul><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Como Identificar Tend\u00eancias no Gr\u00e1fico U?<\/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\">Observa\u00e7\u00e3o Visual<\/span><\/strong><\/ul><\/ul>\n<ul><ul><ul><span class=\"wing03\"><i class=\"fa fa-check-square-o\"><\/i><\/span><span class=\"padleft\"><\/span>Examinar o gr\u00e1fico para identificar padr\u00f5es vis\u00edveis:<\/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>Sequ\u00eancias de pontos em aumento ou diminui\u00e7\u00e3o.<\/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>Oscila\u00e7\u00f5es regulares ao longo do tempo.<\/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>Pontos consecutivos acima ou abaixo da linha central (<b>U-barra<\/b>).<\/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=\"azul3\">Aplica\u00e7\u00e3o de Regras de Controlo<\/span><\/strong><\/ul><\/ul>\n<ul><ul><span class=\"wing02\"><\/span><span class=\"padleft\"><\/span>As <b>regras de controlo estat\u00edstico<\/b> ajudam a identificar tend\u00eancias ou padr\u00f5es:<\/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\">6 ou mais pontos consecutivos em aumento ou diminui\u00e7\u00e3o<\/span><\/strong>: indica uma tend\u00eancia crescente ou decrescente.<\/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\">9 ou mais pontos consecutivos acima ou abaixo da linha central (U-barra)<\/span><\/strong>): sugere uma mudan\u00e7a no processo.<\/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\">Oscila\u00e7\u00f5es repetitivas<\/span><\/strong>: podem indicar padr\u00f5es c\u00edclicos relacionados a fatores externos.<\/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\">An\u00e1lise Estat\u00edstica<\/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\">Inclina\u00e7\u00e3o da tend\u00eancia<\/span><\/strong>: calcular a inclina\u00e7\u00e3o m\u00e9dia (<b>\u0394U\/\u0394t<\/b>) para identificar a taxa de varia\u00e7\u00e3o nos defeitos 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=\"verde1\">Correla\u00e7\u00e3o Temporal<\/span><\/strong>: usar regress\u00e3o linear ou an\u00e1lises de s\u00e9ries temporais para confirmar a exist\u00eancia de tend\u00eancias.<\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Exemplos Pr\u00e1ticos de Tend\u00eancias no Gr\u00e1fico U<\/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=\"roxo\">Exemplo 1: 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=\"verde1\">Observa\u00e7\u00e3o<\/span><\/strong>: nos \u00faltimos 10 lotes, <b>U<sub>i<\/sub><\/b> aumentou de <b>0.5 para 1.2<\/b> defeitos por metro quadrado.<\/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\">Investiga\u00e7\u00e3o<\/span><\/strong>: foi identificado desgaste nos cilindros de uma m\u00e1quina de acabamento.<\/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\">A\u00e7\u00e3o<\/span><\/strong>: substituir os cilindros e refor\u00e7ar o plano de manuten\u00e7\u00e3o preventiva.<\/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=\"roxo\">Exemplo 2: 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=\"verde1\">Observa\u00e7\u00e3o<\/span><\/strong>: ap\u00f3s a implementa\u00e7\u00e3o de um sistema de corte automatizado, <b>U<sub>i<\/sub><\/b> reduziu de <b>1.0 para 0.3<\/b> defeitos por metro quadrado em 15 lotes.<\/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\">A\u00e7\u00e3o<\/span><\/strong>: documentar a melhoria e replicar o sistema em outros processos.<\/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=\"roxo\">Exemplo 3: Padr\u00e3o C\u00edclico<\/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\">Observa\u00e7\u00e3o<\/span><\/strong>: <b>U<sub>i<\/sub><\/b> \u00e9 consistentemente mais alto em lotes processados \u00e0 tarde, devido ao aumento da temperatura ambiente.<\/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\">Investiga\u00e7\u00e3o<\/span><\/strong>: identificou-se que as condi\u00e7\u00f5es de temperatura afetam a qualidade do adesivo utilizado.<\/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\">A\u00e7\u00e3o<\/span><\/strong>: implementar controle clim\u00e1tico na f\u00e1brica para minimizar varia\u00e7\u00f5es ambientais.<\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Recomenda\u00e7\u00f5es para Monitorizar e Resolver 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=\"azul3\">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><strong><span class=\"verde1\">Investigar e resolver problemas evidentes:<\/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>Verificar equipamentos, m\u00e9todos e mat\u00e9rias-primas.<\/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>Realizar ajustes r\u00e1pidos nos processos.<\/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=\"verde1\">Refor\u00e7ar supervis\u00e3o em turnos cr\u00edticos:<\/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>Aumentar a supervis\u00e3o em hor\u00e1rios problem\u00e1ticos para estabilizar a produ\u00e7\u00e3o.<\/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=\"azul3\">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><strong><span class=\"verde1\">Manuten\u00e7\u00e3o preventiva<\/span><\/strong>: implementar um plano regular de manuten\u00e7\u00e3o para evitar falhas progressivas.<\/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 cont\u00ednua<\/span><\/strong>: recolher dados consistentemente para identificar mudan\u00e7as precoces.<\/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\">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><strong><span class=\"verde1\">Automatizar processos<\/span><\/strong>: utilizar sistemas automatizados para reduzir varia\u00e7\u00f5es e melhorar a consist\u00eancia.<\/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\">Melhoria cont\u00ednua<\/span><\/strong>: adotar metodologias como <b>Lean<\/b> ou <b>Six Sigma<\/b> para eliminar causas de defeitos.<\/ul><\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>A <b>an\u00e1lise de tend\u00eancias<\/b> no <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> \u00e9 crucial para compreender as mudan\u00e7as no n\u00famero m\u00e9dio de defeitos por unidade em processos com tamanhos vari\u00e1veis. Identificar tend\u00eancias permite tomar a\u00e7\u00f5es preventivas e corretivas, garantindo estabilidade e qualidade a longo prazo. A combina\u00e7\u00e3o de observa\u00e7\u00e3o visual, an\u00e1lise estat\u00edstica e regras de controlo \u00e9 essencial para uma an\u00e1lise completa e precisa.<\/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\">Limita\u00e7\u00f5es do Gr\u00e1fico U<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>Embora o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> seja uma ferramenta eficaz para monitorizar o n\u00famero m\u00e9dio de defeitos por unidade em processos com tamanhos de amostras vari\u00e1veis, apresenta algumas limita\u00e7\u00f5es pr\u00e1ticas. <\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Requer Dados Confi\u00e1veis sobre Tamanhos das Unidades<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> pressup\u00f5e que o tamanho de cada unidade (<b>n<sub>i<\/sub><\/b>) \u00e9 conhecido e preciso.<\/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\">Impacto<\/span><\/strong>: dados incorretos ou imprecisos sobre os tamanhos das unidades comprometem os c\u00e1lculos de <b>U<sub>i<\/sub><\/b>, a linha central (<b>LC<\/b>) e os limites de controlo (<b>UCL<\/b> e <b>LCL<\/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=\"roxo\">Exemplo<\/span><\/strong>: na inspe\u00e7\u00e3o de tecidos, o comprimento dos lotes varia entre 50 m e 100 m, mas erros no registo dos tamanhos tornam os resultados do gr\u00e1fico pouco confi\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=\"verde1\">Alternativa<\/span><\/strong>: garantir a precis\u00e3o na recolha de dados, utilizando sistemas automatizados ou verifica\u00e7\u00f5es cruzadas. Se os tamanhos forem constantes, considerar o uso do <b>Gr\u00e1fico C<\/b>.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Suposi\u00e7\u00e3o de Independ\u00eancia dos Defeitos<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> assume que os defeitos numa unidade s\u00e3o independentes.<\/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\">Impacto<\/span><\/strong>: em situa\u00e7\u00f5es onde os defeitos est\u00e3o correlacionados (ex.: falhas em sequ\u00eancia devido a problemas na m\u00e1quina), os limites de controlo podem n\u00e3o refletir a variabilidade real do 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>: numa linha de produ\u00e7\u00e3o, uma m\u00e1quina desalinhada gera m\u00faltiplos defeitos em sequ\u00eancia, violando a independ\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\">Alternativa<\/span><\/strong>: avaliar a independ\u00eancia dos defeitos e, se necess\u00e1rio, usar <b>gr\u00e1ficos X-barra<\/b> e <b>R<\/b> para monitorizar a variabilidade cont\u00ednua do processo.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Insensibilidade a Pequenas 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=\"castanho1\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> pode n\u00e3o ser suficientemente sens\u00edvel para detetar pequenas mudan\u00e7as no n\u00famero m\u00e9dio de defeitos, especialmente em processos altamente controlados.<\/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\">Impacto<\/span><\/strong>: pequenas varia\u00e7\u00f5es que poderiam indicar problemas emergentes podem passar despercebidas.<\/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 com uma <b>m\u00e9dia de 0.5 defeitos por unidade<\/b>, um <b>aumento para 0.6<\/b> pode n\u00e3o ser identificado como significativo.<\/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\">Alternativa<\/span><\/strong>: utilizar gr\u00e1ficos de tend\u00eancia, como o <b>CUSUM<\/b> (Cumulative Sum Control Chart) ou o <b>EWMA<\/b> (Exponentially Weighted Moving Average Chart), que s\u00e3o mais sens\u00edveis a pequenas varia\u00e7\u00f5es.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Suposi\u00e7\u00e3o de Distribui\u00e7\u00e3o de Poisson<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> baseia-se na suposi\u00e7\u00e3o de que o n\u00famero de defeitos segue uma distribui\u00e7\u00e3o de Poisson.<\/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\">Impacto<\/span><\/strong>: em processos onde os defeitos n\u00e3o seguem essa distribui\u00e7\u00e3o (ex.: alta variabilidade entre unidades), os limites de controlo podem ser inadequados.<\/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>: inspe\u00e7\u00e3o de lotes de produtos altamente heterog\u00eaneos, onde a taxa de defeitos varia significativamente entre 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=\"verde1\">Alternativa<\/span><\/strong>: validar a suposi\u00e7\u00e3o de <b>distribui\u00e7\u00e3o de Poisson<\/b> antes de aplicar o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong>. Se n\u00e3o for v\u00e1lida, considerar gr\u00e1ficos baseados em distribui\u00e7\u00f5es alternativas.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Limita\u00e7\u00f5es na An\u00e1lise de Defeitos Cr\u00edticos<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> contabiliza apenas o n\u00famero m\u00e9dio de defeitos por unidade, sem diferenciar entre defeitos cr\u00edticos e leves.<\/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\">Impacto<\/span><\/strong>: pode mascarar problemas significativos se defeitos graves forem menos frequentes, mas mais impactantes.<\/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>: na inspe\u00e7\u00e3o de superf\u00edcies pintadas, pequenas imperfei\u00e7\u00f5es s\u00e3o contabilizadas da mesma forma que grandes bolhas, mesmo que o impacto na qualidade seja diferente.<\/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\">Alternativa<\/span><\/strong>: complementar o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> com uma <b>an\u00e1lise de Pareto<\/b> para priorizar os defeitos mais cr\u00edticos.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">N\u00e3o Monitoriza Mudan\u00e7as R\u00e1pidas em Unidades Grandes<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: em unidades grandes, a variabilidade dentro de uma \u00fanica unidade pode ser mascarada pela m\u00e9dia dos defeitos por unidade (<b>U<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><strong><span class=\"castanho1\">Impacto<\/span><\/strong>: problemas localizados podem n\u00e3o ser identificados a tempo.<\/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 lote de 100 m\u00b2 de tecido, uma sec\u00e7\u00e3o de 10 m\u00b2 com alta concentra\u00e7\u00e3o de defeitos pode passar despercebida quando os dados s\u00e3o agregados.<\/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\">Alternativa<\/span><\/strong>: dividir unidades grandes em subunidades menores para uma an\u00e1lise mais granular.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Depend\u00eancia de Inspe\u00e7\u00f5es Consistentes<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> assume que os defeitos s\u00e3o consistentemente identificados e registados em todas as unidades.<\/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\">Impacto<\/span><\/strong>: inspe\u00e7\u00f5es inconsistentes ou subjetivas podem introduzir varia\u00e7\u00f5es artificiais nos dados, comprometendo 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=\"roxo\">Exemplo<\/span><\/strong>: dois operadores diferentes inspecionam unidades semelhantes, mas um \u00e9 mais rigoroso na identifica\u00e7\u00e3o de defeitos.<\/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\">Alternativa<\/span><\/strong>: padronizar os procedimentos de inspe\u00e7\u00e3o e fornecer treino regular aos operadores.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Dificuldade em Analisar Processos com M\u00faltiplas Caracter\u00edsticas<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> s\u00f3 pode monitorizar uma caracter\u00edstica de qualidade de cada 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=\"castanho1\">Impacto<\/span><\/strong>: em processos complexos com v\u00e1rias caracter\u00edsticas cr\u00edticas (ex.: dimens\u00f5es, acabamento, funcionalidade), seria necess\u00e1rio criar gr\u00e1ficos separados.<\/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>: inspe\u00e7\u00e3o de pe\u00e7as met\u00e1licas que avalia acabamento, resist\u00eancia e dimens\u00f5es exigiria tr\u00eas <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong>.<\/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\">Alternativa<\/span><\/strong>: usar um \u00edndice de qualidade integrado, como <b>C<sub>p<\/sub><\/b> e <b>C<sub>pK<\/sub><\/b>, ou sistemas de avalia\u00e7\u00e3o visual para agregar m\u00faltiplas caracter\u00edsticas.<\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul4\">Problemas com Tamanhos Pequenos de Unidade<\/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\">Descri\u00e7\u00e3o<\/span><\/strong>: para unidades muito pequenas, as taxas m\u00e9dias de defeitos (<b>U<sub>i<\/sub><\/b>) podem ser altamente inst\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=\"castanho1\">Impacto<\/span><\/strong>: pequenos desvios podem parecer significativos, mesmo quando o processo est\u00e1 sob 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=\"roxo\">Exemplo<\/span><\/strong>: inspe\u00e7\u00e3o de lotes com apenas 10 unidades pode apresentar grande varia\u00e7\u00e3o nos valores de <b>U<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><strong><span class=\"verde1\">Alternativa<\/span><\/strong>: aumentar o tamanho das unidades ou combinar dados de v\u00e1rias pequenas unidades antes de calcular o gr\u00e1fico.<\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span>Apesar de ser uma ferramenta valiosa, o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> apresenta limita\u00e7\u00f5es pr\u00e1ticas que podem afetar a sua aplica\u00e7\u00e3o em cen\u00e1rios espec\u00edficos. Ao abordar essas limita\u00e7\u00f5es de forma estruturada, o <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> pode ser uma ferramenta poderosa para monitorizar e melhorar a qualidade em processos complexos e vari\u00e1veis.<\/ul>\n<p class=\"voltar\"><a href=\"#107\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec108\" class=\"MsoNormal\"><strong><em><span class=\"laranja\">Exemplo Pr\u00e1tico<\/span><\/em><\/strong><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul3\">Numa empresa de lacagem de superf\u00edcies met\u00e1licas foram inspecionados, <b>42 lotes<\/b> de chapa com \u00e1reas a variar entre <b>1 m2 e 9 m2<\/b>. O n\u00famero de defeitos foi contabilizado por lote.<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"azul2\"><b>Objetivo:<\/b><\/span><span class=\"azul3\">: realizar a an\u00e1lise do processo.<\/span><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">O quadro seguinte mostra os resultados contabilizados.<\/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=\"10%\" height=\"40\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Lote N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">\u00c1rea do Lote (m\u00b2)<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">N\u00famero de Defeitos<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">Lote N\u00ba<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">\u00c1rea do Lote (m\u00b2)<\/font><\/strong><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#006600\"><strong><font color=\"white\" size=\"4\">N\u00famero 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=\"10%\" 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=\"20%\" 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=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">11<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8,6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3,3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">15<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6,9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3,9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">19<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4,6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">23<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7,3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">37<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">12<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,1<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">25<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7,9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">26<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1,4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6,7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">30<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1,2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">14<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8,8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7,7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8,6<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">44<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">8,7<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">44<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">7,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">36<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">2,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3,4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">17<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3,4<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">1,8<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">11<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,2<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">32<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">4,5<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">24<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">3,3<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">6<\/font><\/td>\n  <\/tr>\n  <tr>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"10%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">5,9<\/font><\/td>\n    <td style=\"border-collapse:collapse;border-style:solid;border-color:#000;border-width:1px\" width=\"20%\" 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=\"10%\" 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=\"20%\" 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=\"20%\" align=\"center\" valign=\"middle\" bgcolor=\"#87CEEB\"><font color=\"black\">26<\/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 U<\/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>Defeitos por unidade de \u00e1rea (m\u00b2)<\/b>: os pontos representam o n\u00famero m\u00e9dio de defeitos ajustado pelo tamanho de cada lote.<\/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\u00e9dia Global (U-Bar)<\/b>): representa o desempenho m\u00e9dio do processo em termos de defeitos por unidade de \u00e1rea.<\/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\n<table width=\"100%\" height=\"570\" 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_U_98.png\" width=\"1063\" height=\"560\" \/><\/div><\/td><\/tr>\n<\/table>\n<br class=\"\">\n<p class=\"voltar\"><a href=\"#108\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec109\" class=\"MsoNormal\"><strong><span class=\"azul4\">An\u00e1lise do Gr\u00e1fico U Obtido<\/span><\/strong><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">O <b>Gr\u00e1fico U<\/b> fornece uma vis\u00e3o abrangente sobre o n\u00famero m\u00e9dio de defeitos por unidade de \u00e1rea (m2) ao longo dos <b>42 lotes<\/b> inspecionados. <\/span><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Observa\u00e7\u00f5es Gerais<\/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\">Linha Central (U-Bar):<\/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\">Representa a <b>m\u00e9dia global de defeitos por unidade de \u00e1rea<\/b>.<\/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\">\u00c9 o valor esperado de <b>defeitos por m2<\/b> ao longo dos lotes.<\/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\">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=\"verde1\">A maioria dos pontos est\u00e1 dentro dos limites de controlo (<b>UCL<\/b> e <b>LCL<\/b>), indicando que <b>o processo est\u00e1 sob controlo estat\u00edstico<\/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\">Pontos Perto do Limite Superior (UCL):<\/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\">Alguns pontos aproximam-se do limite superior de controlo, o que sugere <b>potenciais causas especiais de varia\u00e7\u00e3o<\/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\">Aus\u00eancia de Pontos Fora 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=\"verde1\">N\u00e3o foram observados pontos fora do <b>UCL<\/b> ou <b>LCL<\/b>, refor\u00e7ando que o processo n\u00e3o apresenta varia\u00e7\u00f5es inesperadas.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Identifica\u00e7\u00e3o de Padr\u00f5es e 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 Geral:<\/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\">N\u00e3o h\u00e1 evid\u00eancia de uma tend\u00eancia crescente ou decrescente significativa nos valores <b>U<sub>i<\/sub><\/b>.<\/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\">As flutua\u00e7\u00f5es observadas parecem ser causadas pela variabilidade natural 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=\"verde1\">Oscila\u00e7\u00f5es Aleat\u00f3rias:<\/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\">Pequenas oscila\u00e7\u00f5es entre lotes s\u00e3o normais, mas \u00e9 importante verificar se est\u00e3o associadas a fatores externos, como a qualidade da mat\u00e9ria-prima ou diferen\u00e7as nos operadores.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Pontos Cr\u00edticos a Analisar<\/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\">Pontos Pr\u00f3ximos ao UCL:<\/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\">Devem ser investigados para determinar se as varia\u00e7\u00f5es s\u00e3o causadas por condi\u00e7\u00f5es especiais, como:<\/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\">Mat\u00e9ria-prima de qualidade inferior.<\/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\">Problemas em m\u00e1quinas.<\/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\">Erros ou falta de experi\u00eancia de operadores.<\/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\">Lotes com Menor \u00c1rea:<\/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\">Tamanhos menores de lote tendem a apresentar maior variabilidade, o que pode amplificar desvios. \u00c9 importante confirmar se os processos de inspe\u00e7\u00e3o s\u00e3o consistentes entre lotes de tamanhos diferentes.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Conclus\u00f5es da An\u00e1lise<\/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\">Processo Est\u00e1vel<\/span><\/strong><span class=\"verde1\">: o processo est\u00e1 sob controlo estat\u00edstico, com variabilidade dentro dos limites esperados.<\/span><\/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\">Necessidade de Monitoriza\u00e7\u00e3o<\/span><\/strong><span class=\"verde1\">: apesar da estabilidade, os pontos pr\u00f3ximos ao <b>UCL<\/b> devem ser acompanhados para evitar que o processo saia de controlo.<\/span><\/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\">Potencial para Melhoria<\/span><\/strong><span class=\"verde1\">: as flutua\u00e7\u00f5es podem ser reduzidas com ajustes no processo.<\/span><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Recomenda\u00e7\u00f5es de Melhoria<\/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\">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\"><b>Inspe\u00e7\u00e3o de Lotes Pr\u00f3ximos ao UCL:<\/b><\/span><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Investigar os lotes com maior n\u00famero de defeitos para identificar potenciais causas especiais.<\/span><\/ul><\/ul><\/ul><\/ul>\n<ul><ul><ul><ul><span class=\"wing04\"><\/span><span class=\"padleft\"><\/span><span class=\"verde1\">Verificar a qualidade da mat\u00e9ria-prima utilizada nesses lotes.<\/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\">Revis\u00e3o de M\u00e1quinas:<\/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\">Garantir que as m\u00e1quinas de lacagem est\u00e3o ajustadas corretamente e funcionando dentro das especifica\u00e7\u00f5es.<\/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\">Padroniza\u00e7\u00e3o de Inspe\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><span class=\"verde1\">Confirmar que o m\u00e9todo de inspe\u00e7\u00e3o \u00e9 consistente entre lotes de tamanhos diferentes.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">M\u00e9dio Prazo<\/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\">Implementa\u00e7\u00e3o de Manuten\u00e7\u00e3o Preventiva:<\/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\">Estabelecer um plano de manuten\u00e7\u00e3o para evitar falhas ou desalinhamentos em m\u00e1quinas.<\/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\">Treino de 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\">Refor\u00e7ar o treino de operadores para garantir que as pr\u00e1ticas de lacagem e inspe\u00e7\u00e3o sejam realizadas com 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=\"verde1\">An\u00e1lise Estat\u00edstica Regular:<\/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\">Realizar an\u00e1lises peri\u00f3dicas dos dados para detetar tend\u00eancias emergentes antes que o processo saia de controlo.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"wing01\"><i class=\"fa fa-arrow-right\" ><\/i><\/span><span class=\"padleft\"><\/span><strong><span class=\"azul3\">Longo Prazo<\/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\">Automatiza\u00e7\u00e3o do Controlo de Qualidade:<\/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\">Introduzir sistemas automatizados para inspe\u00e7\u00e3o de defeitos, reduzindo depend\u00eancia de inspe\u00e7\u00f5es manuais e garantindo maior consist\u00eancia.<\/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\">Melhoria Cont\u00ednua:<\/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\">Adotar metodologias como <b>Lean<\/b> ou <b>Six Sigma<\/b> para reduzir varia\u00e7\u00f5es e otimizar o 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=\"verde1\">Parceria com Fornecedores:<\/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\">Trabalhar com fornecedores para assegurar que a qualidade da mat\u00e9ria-prima \u00e9 consistente.<\/span><\/ul><\/ul><\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><span class=\"verde1\">O processo de lacagem monitorizado pelo <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> est\u00e1 estatisticamente sob controlo, mas apresenta flutua\u00e7\u00f5es naturais que devem ser acompanhadas. Pontos pr\u00f3ximos ao <b>UCL<\/b> sugerem a necessidade de investiga\u00e7\u00e3o pontual para garantir que n\u00e3o h\u00e1 causas especiais em desenvolvimento. Implementar as melhorias propostas ajudar\u00e1 a estabilizar ainda mais o processo e a reduzir variabilidades, assegurando qualidade e efici\u00eancia a longo prazo.<\/span><\/ul>\n<p class=\"voltar\"><a href=\"#109\"><span class=\"azul2\"><u>Voltar<\/u><\/span><\/a><\/p>\n\n<h4 id=\"sec110\" class=\"MsoNormal\"><em><strong><span class=\"laranja\">Notas Finais<\/span><\/strong><\/em><\/h4>\n<ul><span class=\"MsoNormal2\"><\/span>A utiliza\u00e7\u00e3o do <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> vai muito al\u00e9m de ser uma simples ferramenta de controlo estat\u00edstico; trata-se de um aliado estrat\u00e9gico para organiza\u00e7\u00f5es que valorizam a melhoria cont\u00ednua e a qualidade dos seus processos. Ao compreender as din\u00e2micas do <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong>, gestores e equipas t\u00e9cnicas podem transformar dados em a\u00e7\u00f5es, assegurando n\u00e3o apenas a conformidade com os padr\u00f5es de qualidade, mas tamb\u00e9m um diferencial competitivo no mercado.<\/ul>\n<ul><span class=\"MsoNormal2\"><\/span><b>Este trabalho \u00e9 um convite \u00e0 a\u00e7\u00e3o<\/b>: <strong><span class=\"castanho1\">analisar<\/span><\/strong>, <strong><span class=\"castanho1\">implementar<\/span><\/strong> e <strong><span class=\"castanho1\">melhorar<\/span><\/strong>. Encorajamos os leitores a explorar as potencialidades do <strong><span class=\"azul2\">Gr\u00e1fico U<\/span><\/strong> e a adapt\u00e1-lo \u00e0s especificidades das suas opera\u00e7\u00f5es. <span class=\"castanho1\">O compromisso com a excel\u00eancia \u00e9 o caminho para um futuro mais eficiente e sustent\u00e1vel. Continuemos a inovar, a aprender e a aplicar as melhores pr\u00e1ticas para superar desafios e alcan\u00e7ar resultados extraordin\u00e1rios.<\/span><\/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 U\u201d \u00e9 uma ferramenta de controlo estat\u00edstico utilizada para monitorizar o \u201cn\u00famero m\u00e9dio de defeitos por unidade\u201d em situa\u00e7\u00f5es onde o \u201ctamanho das unidades de inspe\u00e7\u00e3o varia\u201d.<br \/>\n\u00c9 ideal para analisar a densidade de n\u00e3o conformidades em situa\u00e7\u00f5es onde o n\u00famero total de defeitos n\u00e3o reflete adequadamente a qualidade.<br \/>\nA sua versatilidade permite aplica\u00e7\u00f5es em diferentes setores, desde a produ\u00e7\u00e3o industrial \u00e0 monitoriza\u00e7\u00e3o de servi\u00e7os e auditorias.<\/p>\n","protected":false},"author":5,"featured_media":4592,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[384],"tags":[361,363],"class_list":["post-4567","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-metodos-estatisticos-e-analise-de-dados","tag-grafico","tag-u"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Gr\u00e1fico U -<\/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=4567\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Gr\u00e1fico U -\" \/>\n<meta property=\"og:description\" content=\"O \u201cGr\u00e1fico U\u201d \u00e9 uma ferramenta de controlo estat\u00edstico utilizada para monitorizar o \u201cn\u00famero m\u00e9dio de defeitos por unidade\u201d em situa\u00e7\u00f5es onde o \u201ctamanho das unidades de inspe\u00e7\u00e3o varia\u201d. \u00c9 ideal para analisar a densidade de n\u00e3o conformidades em situa\u00e7\u00f5es onde o n\u00famero total de defeitos n\u00e3o reflete adequadamente a qualidade. 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