{"id":4960,"date":"2019-09-18T15:15:00","date_gmt":"2019-09-18T15:15:00","guid":{"rendered":"https:\/\/www.midomenech.com.br\/?p=4960"},"modified":"2024-10-29T16:05:56","modified_gmt":"2024-10-29T19:05:56","slug":"saber-profundo-propagacao-de-erros-em-medicao","status":"publish","type":"post","link":"https:\/\/www.midomenech.com.br\/saber-profundo-propagacao-de-erros-em-medicao\/","title":{"rendered":"Saber Profundo &#8211; Propaga\u00e7\u00e3o de erros em medi\u00e7\u00e3o"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4960\" class=\"elementor elementor-4960\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8846daa elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"8846daa\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-feea102\" data-id=\"feea102\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c69109e elementor-widget elementor-widget-heading\" data-id=\"c69109e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Introdu\u00e7\u00e3o<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6abc2a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"6abc2a7\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f82fffe\" data-id=\"f82fffe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2fbc988 elementor-widget elementor-widget-text-editor\" data-id=\"2fbc988\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Um princ\u00edpio b\u00e1sico do Lean Six Sigma \u00e9 conhecer o processo profundamente, a partir de fatos e dados, para que as solu\u00e7\u00f5es desenvolvidas sejam efetivas em melhorar o processo. Nesse sentido, a confian\u00e7a nos dados e nos sistemas de medi\u00e7\u00e3o \u00e9 fundamental.<\/p>\n<p>\u00a0 A avalia\u00e7\u00e3o do sistema de medi\u00e7\u00e3o (MSA) procura avaliar a exatid\u00e3o e a precis\u00e3o do sistema de medi\u00e7\u00e3o (Figura 1).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b0d0329 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b0d0329\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9928160\" data-id=\"9928160\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a4e1fa7 elementor-widget elementor-widget-image\" data-id=\"a4e1fa7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"823\" height=\"533\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-1-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8905\" alt=\"Figura 1 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 1 propaga\u00e7\u00e3o de erros<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a368f51 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"a368f51\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6d1fb04\" data-id=\"6d1fb04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-08f8a9d elementor-widget elementor-widget-text-editor\" data-id=\"08f8a9d\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A exatid\u00e3o \u00e9 avaliada atrav\u00e9s das atividades de calibra\u00e7\u00e3o que, grosso modo, consiste em realizar v\u00e1rias medi\u00e7\u00f5es em um padr\u00e3o de valor conhecido. A diferen\u00e7a entre a m\u00e9dia das medi\u00e7\u00f5es e o valor conhecido do padr\u00e3o \u00e9 a exatid\u00e3o. A precis\u00e3o \u00e9 avaliada atrav\u00e9s de estudos de Repetibilidade e Reprodutibilidade (R&amp;R).<\/p>\n<p>\u00a0 A Repetibilidade mede o grau de concord\u00e2ncia das medi\u00e7\u00f5es quando n\u00e3o h\u00e1 varia\u00e7\u00e3o dos fatores que podem contribuir para a varia\u00e7\u00e3o das medi\u00e7\u00f5es, enquanto que a Reprodutibilidade mede o grau de concord\u00e2ncia das medi\u00e7\u00f5es quando pelo menos um dos fatores \u00e9 modificado (Figura 2).<\/p>\n<p>\u00a0 Em geral, o fator modificado s\u00e3o os analistas, ou seja, a Repetibilidade mede a varia\u00e7\u00e3o das medi\u00e7\u00f5es realizadas por um \u00fanico analista nas mesmas condi\u00e7\u00f5es e a Reprodutibilidade mede a varia\u00e7\u00e3o das medi\u00e7\u00f5es entre diversos analistas.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9ae65f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"9ae65f2\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-40cfba4\" data-id=\"40cfba4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c7e599a elementor-widget elementor-widget-image\" data-id=\"c7e599a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"919\" height=\"436\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-2-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8906\" alt=\"Figura 2 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 2: Repetibilidade e Reprodutibilidade<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54d1154 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"54d1154\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ca93b6f\" data-id=\"ca93b6f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79202ee elementor-widget elementor-widget-text-editor\" data-id=\"79202ee\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Por exemplo, considere a medi\u00e7\u00f5es de comprimento utilizando uma r\u00e9gua. N\u00f3s podemos pedir a v\u00e1rias pessoas que me\u00e7am v\u00e1rias vezes um bloco padr\u00e3o de comprimento conhecido (Figura 3).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ef515ad elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ef515ad\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1c509ca\" data-id=\"1c509ca\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b72d5f7 elementor-widget elementor-widget-image\" data-id=\"b72d5f7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"445\" height=\"226\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-3-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8907\" alt=\"Figura 3 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 3: Medi\u00e7\u00e3o de comprimento<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d561bc elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"4d561bc\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-be8a773\" data-id=\"be8a773\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3546aa8 elementor-widget elementor-widget-text-editor\" data-id=\"3546aa8\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A partir das medi\u00e7\u00f5es, podemos calcular a m\u00e9dia e o desvio padr\u00e3o das medi\u00e7\u00f5es. A diferen\u00e7a entre a m\u00e9dia e o valor conhecido do bloco padr\u00e3o nos d\u00e1 o desvio (exatid\u00e3o) e o desvio padr\u00e3o nos d\u00e1 a precis\u00e3o.<\/p>\n<p>\u00a0 Esse exemplo \u00e9 bastante simples, mas ainda temos algumas quest\u00f5es:<\/p>\n<ol>\n<li><em>Se o desvio (exatid\u00e3o) n\u00e3o \u00e9 igual a zero, isso significa que devemos corrigir os valores medidos, somando ou subtraindo o valor do desvio?<\/em><\/li>\n<li><em>Como avaliamos a exatid\u00e3o e a precis\u00e3o quando n\u00e3o temos um padr\u00e3o e a medi\u00e7\u00e3o \u00e9 o resultado de um c\u00e1lculo? Por exemplo, o valor da densidade \u00e9 o resultado da divis\u00e3o de duas medi\u00e7\u00f5es: massa e volume.<\/em><\/li>\n<\/ol>\n<p>\u00a0 A resposta da primeira pergunta \u00e9 n\u00e3o. Se o desvio for pequeno, n\u00e3o vale a pena corrigir as medi\u00e7\u00f5es e, nesse caso, podemos somar o desvio e a precis\u00e3o e considerar essa soma como a incerteza total da medi\u00e7\u00e3o.<\/p>\n<p>\u00a0 Na segunda quest\u00e3o, n\u00f3s podemos estimar a exatid\u00e3o e a precis\u00e3o a partir dos sistemas de medi\u00e7\u00e3o de massa e volume, utilizando t\u00e9cnicas de propaga\u00e7\u00e3o de erros.<\/p>\n<p>\u00a0 Para mostrar como podemos compor os desvios e as precis\u00f5es de v\u00e1rios sistemas de medi\u00e7\u00e3o, vamos utilizar a medi\u00e7\u00e3o de densidade como exemplo.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a375f06 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"a375f06\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b3cd72\" data-id=\"2b3cd72\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8c13ca elementor-widget elementor-widget-rt-heading\" data-id=\"b8c13ca\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<H3 class=\"rt-heading style-5\" >Medi\u00e7\u00e3o de densidade<\/H3>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b5302df elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b5302df\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3fd49f0\" data-id=\"3fd49f0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-115cc4a elementor-widget elementor-widget-text-editor\" data-id=\"115cc4a\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 O primeiro passo para determinar a incerteza de um sistema de medi\u00e7\u00e3o \u00e9 construir um fluxograma das atividades, de prefer\u00eancia acompanhando uma pessoa fazendo a medi\u00e7\u00e3o (Figura 4).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ff5598b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ff5598b\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-84fbfc9\" data-id=\"84fbfc9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6945709 elementor-widget elementor-widget-image\" data-id=\"6945709\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"706\" height=\"375\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-4-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8908\" alt=\"Figura 4 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 4: Medi\u00e7\u00e3o de densidade<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d95cf8f elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"d95cf8f\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3cde5c0\" data-id=\"3cde5c0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e48935e elementor-widget elementor-widget-text-editor\" data-id=\"e48935e\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A partir do fluxograma, devemos listar todos os fatores que contribuem para a varia\u00e7\u00e3o da medi\u00e7\u00e3o, como mostra o diagrama de causa e efeito (Figura 5). Note que os fatores est\u00e3o agrupados de acordo com as medi\u00e7\u00f5es utilizadas para calcular a densidade: massa e volume.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-852b78a elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"852b78a\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-211463a\" data-id=\"211463a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ca20887 elementor-widget elementor-widget-image\" data-id=\"ca20887\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"926\" height=\"395\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-5-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8909\" alt=\"Figura 5 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 5: Fatores da medi\u00e7\u00e3o de densidade<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d637098 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"d637098\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2994dcb\" data-id=\"2994dcb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-be5c1ac elementor-widget elementor-widget-text-editor\" data-id=\"be5c1ac\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Agora, devemos estimar o efeito dos fatores sobre a incerteza da medi\u00e7\u00e3o de densidade (exatid\u00e3o e precis\u00e3o). N\u00e3o precisamos fazer a estimativa para cada fator separadamente; podemos planejar um estudo de Repetibilidade e Reprodutibilidade (R&amp;R) para estimar o efeito dos fatores como um todo.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-840bfed elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"840bfed\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c71a7d4\" data-id=\"c71a7d4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b4c49de elementor-widget elementor-widget-rt-heading\" data-id=\"b4c49de\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<H3 class=\"rt-heading style-5\" >Estudo de R&R<\/H3>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c3cd861 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"c3cd861\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f228d49\" data-id=\"f228d49\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a294dc elementor-widget elementor-widget-text-editor\" data-id=\"1a294dc\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>Um poss\u00edvel plano para o estudo de R&amp;R pode ser:<\/p>\n<ol>\n<li>Coletar 3 amostras com densidades distintas.<\/li>\n<li>Para cada amostra, coletar sequencialmente 12 frascos de 1,5 litros. Os frascos devem ser identificados com a amostra e com o n\u00famero do frasco.<\/li>\n<li>Distribuir aleatoriamente os frascos entre 4 analistas.<\/li>\n<li>Cada analista ir\u00e1 medir a densidade uma vez em cada frasco que recebeu.<\/li>\n<\/ol>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4f658f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"4f658f2\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4fb2680\" data-id=\"4fb2680\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7306145 elementor-widget elementor-widget-heading\" data-id=\"7306145\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">O diagrama abaixo resume o plano do estudo:<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8088665 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"8088665\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-770d6fd\" data-id=\"770d6fd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f425e2e elementor-widget elementor-widget-image\" data-id=\"f425e2e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"916\" height=\"197\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-6-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8910\" alt=\"Figura 6 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 6: Estudo de Repetibilidade e Reprodutibilidade<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1119bd9 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"1119bd9\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0fb5bcd\" data-id=\"0fb5bcd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e8479b elementor-widget elementor-widget-text-editor\" data-id=\"5e8479b\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 O plano de estudo de R&amp;R acima permite estimar o efeito conjunto dos fatores destacados em vermelho na figura 5.<\/p>\n<p>\u00a0 O objetivo de coletar 12 frascos consecutivos \u00e9 incluir o efeito do processo de amostragem na incerteza da medi\u00e7\u00e3o. Os frascos devem ser coletados em sequ\u00eancia com um intervalo de tempo muito pequeno entre as coletas para que n\u00e3o ocorra mudan\u00e7as na fonte da amostra. Ou seja, estamos assumindo que a amostra \u00e9 a mesma em todos os frascos e que eventual diferen\u00e7a entre os frascos se deve ao processo de amostragem.<\/p>\n<p>\u00a0 Um aspecto importante \u00e9 que os analistas me\u00e7am a densidade dos seus frascos em sequ\u00eancia aleat\u00f3ria e n\u00e3o simultaneamente.<\/p>\n<p>\u00a0 Por exemplo, se o analista A medir a densidade dos 3 frascos da amostra 1 ao mesmo tempo, deixaremos de incluir no estudo o efeito da dilata\u00e7\u00e3o do bal\u00e3o volum\u00e9trico. Por outro lado, se o analista medir um frasco de manh\u00e3, outro \u00e1 tarde e o terceiro \u00e1 noite, a temperatura do laborat\u00f3rio mudaria e, consequentemente, a dilata\u00e7\u00e3o do bal\u00e3o volum\u00e9trico seria diferente. Evidentemente, n\u00e3o conseguimos avaliar o efeito isolado da dilata\u00e7\u00e3o do bal\u00e3o volum\u00e9trico, mas o efeito est\u00e1 presente, junto com os demais efeitos.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-57efb5c elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"57efb5c\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-86c10a8\" data-id=\"86c10a8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-09d66a0 elementor-widget elementor-widget-rt-heading\" data-id=\"09d66a0\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper text-center\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Tabela 1: Estudo de R&R - medi\u00e7\u00f5es de densidade (g\/L)<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3e11b6d elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"3e11b6d\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f4650ea\" data-id=\"f4650ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae8d25a elementor-widget elementor-widget-image\" data-id=\"ae8d25a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"867\" height=\"359\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/tabela-1-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8911\" alt=\"tabela 1 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-adc74c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"adc74c4\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6d01c28\" data-id=\"6d01c28\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3dc7373 elementor-widget elementor-widget-text-editor\" data-id=\"3dc7373\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A Tabela 1 apresenta as medi\u00e7\u00f5es obtidas no estudo de R&amp;R, em g\/L. Podemos lan\u00e7ar os dados no Minitab e calcular o desvio padr\u00e3o da Repetibilidade e da Reprodutibilidade (Figura 7).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b6f143d elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b6f143d\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1655807\" data-id=\"1655807\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c00f36d elementor-widget elementor-widget-image\" data-id=\"c00f36d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"673\" height=\"524\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Figura-7-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8912\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 7: Estudo Repetibilidade e Reprodutibilidade<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4853ea4 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"4853ea4\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c7fd3a1\" data-id=\"c7fd3a1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c656737 elementor-widget elementor-widget-text-editor\" data-id=\"c656737\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 O desvio padr\u00e3o de R&amp;R \u00e9 0,69134 g\/L. O pr\u00f3ximo passo \u00e9 obter o desvio (exatid\u00e3o) e o desvio padr\u00e3o (precis\u00e3o) dos fatores n\u00e3o considerados no estudo de R&amp;R: calibra\u00e7\u00e3o da balan\u00e7a e calibra\u00e7\u00e3o do bal\u00e3o volum\u00e9trico.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0531d81 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"0531d81\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d6c8738\" data-id=\"d6c8738\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-217629e elementor-widget elementor-widget-rt-heading\" data-id=\"217629e\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<H3 class=\"rt-heading style-5\" >Calibra\u00e7\u00f5es<\/H3>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-82f783b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"82f783b\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1e6a35c\" data-id=\"1e6a35c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8821f5 elementor-widget elementor-widget-text-editor\" data-id=\"b8821f5\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Os certificados de calibra\u00e7\u00e3o da balan\u00e7a e do bal\u00e3o volum\u00e9trico fornecem as informa\u00e7\u00f5es necess\u00e1rias para calcular a incerteza total (Tabela 2).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f7054cd elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"f7054cd\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc6e19b\" data-id=\"fc6e19b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eab6f9c elementor-widget elementor-widget-rt-heading\" data-id=\"eab6f9c\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper text-center\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Tabela 2: Calibra\u00e7\u00e3o Balan\u00e7a e Bal\u00e3o Volum\u00e9trico<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ab4db3c elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ab4db3c\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-78b926e\" data-id=\"78b926e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-03f3cda elementor-widget elementor-widget-image\" data-id=\"03f3cda\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"628\" height=\"181\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/tabela-2-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8913\" alt=\"tabela 2 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19f41cb elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"19f41cb\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-be82c9e\" data-id=\"be82c9e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d292d3 elementor-widget elementor-widget-text-editor\" data-id=\"3d292d3\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A calibra\u00e7\u00e3o da balan\u00e7a indica um desvio de 0,01 g, de modo que podemos subtrair esse valor dos valores medidos para obter o valor \u201ccorreto\u201d. Como o valor do desvio \u00e9 pequeno, iremos somar o desvio e a incerteza para obter a incerteza total da balan\u00e7a.<\/p>\n<p>\u00a0 N\u00f3s n\u00e3o podemos somar diretamente os dois valores (0,01 + 0,02); devemos somar as vari\u00e2ncias (Tabela 3).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b48be8b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b48be8b\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7d6df3b\" data-id=\"7d6df3b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-411e3f1 elementor-widget elementor-widget-rt-heading\" data-id=\"411e3f1\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper text-center\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Tabela 3: Calibra\u00e7\u00e3o Balan\u00e7a e Bal\u00e3o Volum\u00e9trico<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f9a4ec8 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"f9a4ec8\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c04d583\" data-id=\"c04d583\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f07c366 elementor-widget elementor-widget-image\" data-id=\"f07c366\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"917\" height=\"238\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/tabela-3-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8914\" alt=\"tabela 3 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f33f147 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"f33f147\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3af3706\" data-id=\"3af3706\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b767fc elementor-widget elementor-widget-text-editor\" data-id=\"2b767fc\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A tabela 3 mostra que o desvio padr\u00e3o do desvio \u00e9 igual \u00e0 incerteza dividida por \u00a0(1,7321). Esse fator foi escolhido porque estamos aceitando a hip\u00f3tese de que o desvio tem uma distribui\u00e7\u00e3o uniforme.<\/p>\n<p>\u00a0 O desvio padr\u00e3o da incerteza \u00e9 igual \u00e1 incerteza dividida por 2. Esse valor \u00e9 o fator de abrang\u00eancia que consta nos laudos de calibra\u00e7\u00e3o.<\/p>\n<p>\u00a0 O quadrado do desvio padr\u00e3o fornece a vari\u00e2ncia. A soma das vari\u00e2ncias, para a balan\u00e7a, \u00e9 igual a 0,000133 e o desvio padr\u00e3o da incerteza total da calibra\u00e7\u00e3o \u00e9 dado por:<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-902c97e elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"902c97e\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ed11226\" data-id=\"ed11226\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e25b031 elementor-widget elementor-widget-image\" data-id=\"e25b031\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"389\" height=\"44\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/formula-1-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8915\" alt=\"formula 1 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e04e0bf elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"e04e0bf\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1000f02\" data-id=\"1000f02\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9c55a4d elementor-widget elementor-widget-text-editor\" data-id=\"9c55a4d\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>Da mesma forma, podemos calcular o desvio padr\u00e3o da incerteza da calibra\u00e7\u00e3o do bal\u00e3o volum\u00e9trico.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2d69f42 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2d69f42\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a90c924\" data-id=\"a90c924\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2a84776 elementor-widget elementor-widget-image\" data-id=\"2a84776\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"383\" height=\"54\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/formula-2-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8916\" alt=\"formula 2 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-619cdad elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"619cdad\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2ddde59\" data-id=\"2ddde59\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b3201ff elementor-widget elementor-widget-text-editor\" data-id=\"b3201ff\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>O pr\u00f3ximo passo \u00e9 combinar os desvios padr\u00f5es calculados<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ed99aa5 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ed99aa5\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-992eec2\" data-id=\"992eec2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ff6acd elementor-widget elementor-widget-rt-heading\" data-id=\"1ff6acd\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<H3 class=\"rt-heading style-5\" >Combina\u00e7\u00e3o dos desvios padr\u00f5es<\/H3>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e13e865 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"e13e865\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-88e22fe\" data-id=\"88e22fe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e44890 elementor-widget elementor-widget-text-editor\" data-id=\"5e44890\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 As regras para combinar os desvios padr\u00f5es podem ser encontradas na refer\u00eancia 1 &#8211; Guia para a express\u00e3o da incerteza de medi\u00e7\u00e3o.<\/p>\n<p>\u00a0 Primeiramente, vamos combinar os desvios padr\u00f5es da massa (balan\u00e7a) e do volume (bal\u00e3o volum\u00e9trico). Como a densidade \u00e9 a divis\u00e3o da massa pelo volume, n\u00e3o podemos simplesmente somar as vari\u00e2ncias. Devemos somar os quadrados da incerteza relativa, conforme a f\u00f3rmula abaixo.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b285f18 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b285f18\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4d58ae4\" data-id=\"4d58ae4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9d601f2 elementor-widget elementor-widget-image\" data-id=\"9d601f2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"470\" height=\"124\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/formula-3-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8917\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ae440ad elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ae440ad\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-04edfdc\" data-id=\"04edfdc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6f30578 elementor-widget elementor-widget-text-editor\" data-id=\"6f30578\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>A tabela 4 apresenta os c\u00e1lculos. Note que o desvio padr\u00e3o do bal\u00e3o volum\u00e9trico foi convertido para litros.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e68338 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"6e68338\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc590b9\" data-id=\"fc590b9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ebcce1 elementor-widget elementor-widget-rt-heading\" data-id=\"9ebcce1\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper text-center\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Tabela 4: Combina\u00e7\u00e3o dos desvios padr\u00f5es - massa e volume<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-820a407 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"820a407\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-07d25b4\" data-id=\"07d25b4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-adfdeb1 elementor-widget elementor-widget-image\" data-id=\"adfdeb1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"710\" height=\"162\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/tabela-4-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8918\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2575a77 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2575a77\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-32c3e82\" data-id=\"32c3e82\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c8ba01 elementor-widget elementor-widget-text-editor\" data-id=\"1c8ba01\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Para obter o desvio padr\u00e3o da combina\u00e7\u00e3o das calibra\u00e7\u00f5es, basta multiplicar a incerteza relativa calcula pelo valor da densidade.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-00ebc9b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"00ebc9b\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0cb62cd\" data-id=\"0cb62cd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-92485f7 elementor-widget elementor-widget-image\" data-id=\"92485f7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"387\" height=\"68\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/formula-4-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8919\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-99f4e01 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"99f4e01\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-32da1fd\" data-id=\"32da1fd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-726b0db elementor-widget elementor-widget-text-editor\" data-id=\"726b0db\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Finalmente, podemos combinar o desvio padr\u00e3o da densidade, devido \u00e0s calibra\u00e7\u00f5es, com o desvio padr\u00e3o do estudo de R&amp;R, simplesmente somando as vari\u00e2ncias (Tabela 5).<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b8aa03f elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b8aa03f\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f28239a\" data-id=\"f28239a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bd5befe elementor-widget elementor-widget-rt-heading\" data-id=\"bd5befe\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper text-center\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Tabela 5: Combina\u00e7\u00e3o dos desvios padr\u00f5es - densidade e estudo R&R<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc1bc4b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"dc1bc4b\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-902d10e\" data-id=\"902d10e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e9a209 elementor-widget elementor-widget-image\" data-id=\"1e9a209\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"577\" height=\"124\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/tabela-5-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8920\" alt=\"tabela 5 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2853ee5 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2853ee5\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f34de47\" data-id=\"f34de47\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-20321df elementor-widget elementor-widget-text-editor\" data-id=\"20321df\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 A incerteza total da medi\u00e7\u00e3o de densidade \u00e9 igual ao desvio padr\u00e3o multiplicado por um fator de abrang\u00eancia. Usualmente, o fator de abrang\u00eancia \u00e9 igual a 2.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c52e5a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"c52e5a1\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5fe32ae\" data-id=\"5fe32ae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0ea21e4 elementor-widget elementor-widget-image\" data-id=\"0ea21e4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"463\" height=\"69\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/formula-5-propagacao-de-erros.png\" class=\"attachment-large size-large wp-image-8921\" alt=\"formula 5 propaga\u00e7\u00e3o de erros blog\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35a3049 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"35a3049\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5dcb5a1\" data-id=\"5dcb5a1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-055e567 elementor-widget elementor-widget-text-editor\" data-id=\"055e567\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 O que significa Fator de abrang\u00eancia igual a 2 e Incerteza total de 1,679?<\/p>\n<p>\u00a0 Suponha que medimos a densidade de uma amostra e obtivemos o valor de 61 g\/L. Isso significa que existe aproximadamente 95% de confian\u00e7a que o valor correto est\u00e1 entre 59,321 (61 &#8211; 1,679) e 62,679 (61 + 1,679).<\/p>\n<p>\u00a0 Ou seja, n\u00e3o sabemos realmente qual \u00e9 o valor verdadeiro. O valor mais prov\u00e1vel \u00e9 61 g\/L e temos 95% de confian\u00e7a de que o valor verdadeiro est\u00e1 entre 59,321 e 62,679.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-62d7330 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"62d7330\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-502a98b\" data-id=\"502a98b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69f1eab elementor-widget elementor-widget-rt-heading\" data-id=\"69f1eab\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<H3 class=\"rt-heading style-5\" >Conclus\u00f5es<\/H3>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-da1d3b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"da1d3b9\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cf98b91\" data-id=\"cf98b91\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cf1339b elementor-widget elementor-widget-text-editor\" data-id=\"cf1339b\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Os Belts que trabalham em laborat\u00f3rios ou que conhecem a norma 17025 sempre se preocupam com a combina\u00e7\u00e3o das incertezas dos fatores que interferem em um sistema de medi\u00e7\u00e3o.<\/p>\n<p>\u00a0 Apesar de existirem regras para a propaga\u00e7\u00e3o de erros, a combina\u00e7\u00e3o das incertezas pode ser bastante trabalhosa. Melhor resultado pode ser obtido atrav\u00e9s de um estudo de Repetibilidde e Reprodutibilidade bem planejado.<\/p>\n<p>\u00a0 Depois que obtivermos o desvio padr\u00e3o do R&amp;R, podemos acrescentar mais facilmente os desvios padr\u00f5es dos demais fatores para obter a estimativa da incerteza total do sistema de medi\u00e7\u00e3o.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b5d5d2c elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b5d5d2c\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e416a02\" data-id=\"e416a02\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f12282 elementor-widget elementor-widget-heading\" data-id=\"3f12282\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Refer\u00eancias<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3c76538 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"3c76538\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f3ea50\" data-id=\"7f3ea50\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a42181c elementor-widget elementor-widget-text-editor\" data-id=\"a42181c\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<ul>\n<li>ABNT\/INMETRO. Guia para a Express\u00e3o da Incerteza de Medi\u00e7\u00e3o (GUM). Terceira edi\u00e7\u00e3o brasileira em l\u00edngua portuguesa. Rio de Janeiro: ABNT, INMETRO, 2003. 120 p.<\/li>\n<li>EURACHEM\/CITAC. <em>Quantifying Uncertainty in Analytical Measurement<\/em>. 2\u00aa ed., 2000. Dispon\u00edvel em: <a href=\"http:\/\/www.measurementuncertainty.org\">www.measurementuncertainty.org<\/a><\/li>\n<li>ABNT NBR ISO\/IEC 17025:2005 Vers\u00e3o Corrigida 2:2006.<\/li>\n<\/ul>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-23f0a42 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"23f0a42\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f65eee8\" data-id=\"f65eee8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-12aacc8 elementor-widget elementor-widget-image\" data-id=\"12aacc8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2021\/03\/Manoel-Telhada.png\" class=\"attachment-large size-large wp-image-8035\" alt=\"Manoel Telhada\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-10dba0e\" data-id=\"10dba0e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b2dbfb elementor-widget elementor-widget-rt-heading\" data-id=\"7b2dbfb\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<h4 class=\"rt-heading style-5\" >Manoel Telhada<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-769c733 elementor-widget elementor-widget-rt-heading\" data-id=\"769c733\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Master Black Belt, instrutor e consultor MI Domenech<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-d68a820\" data-id=\"d68a820\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-60f1100 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"60f1100\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/www.linkedin.com\/in\/manoel-telhada-04959588\/\">\n\t\t\t<i aria-hidden=\"true\" class=\"rt-elementor-icon icon-linkedin-squared\"><\/i>\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5584808 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"5584808\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1179064\" data-id=\"1179064\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e35d9ef elementor-widget elementor-widget-facebook-button\" data-id=\"e35d9ef\" data-element_type=\"widget\" data-widget_type=\"facebook-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div data-layout=\"standard\" data-colorscheme=\"light\" data-size=\"small\" data-show-faces=\"false\" class=\"elementor-facebook-widget fb-like\" data-href=\"https:\/\/www.midomenech.com.br?p=4960\" data-share=\"false\" data-action=\"like\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ad2ebdc elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"ad2ebdc\" data-element_type=\"section\" 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1px\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f88f154 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"f88f154\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d70ae33\" data-id=\"d70ae33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0c6e41f 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class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c50fcfa elementor-widget elementor-widget-heading\" data-id=\"c50fcfa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Leia Mais!<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-23c36a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"23c36a1\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div 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Nesse sentido, a confian\u00e7a nos dados e nos sistemas de medi\u00e7\u00e3o \u00e9 fundamental. \u00a0 A avalia\u00e7\u00e3o do sistema de medi\u00e7\u00e3o (MSA) procura avaliar a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6683,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.14 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Saber Profundo - Propaga\u00e7\u00e3o de erros em medi\u00e7\u00e3o<\/title>\n<meta name=\"description\" content=\"A precis\u00e3o da medi\u00e7\u00e3o \u00e9 avaliada atrav\u00e9s de estudos de repetibilidade e reprodutibilidade (R&amp;R). 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