{"id":10263,"date":"2021-07-31T11:37:39","date_gmt":"2021-07-31T11:37:39","guid":{"rendered":"https:\/\/blog.infraspeak.com\/?p=10263"},"modified":"2023-02-07T17:11:50","modified_gmt":"2023-02-07T17:11:50","slug":"a-manutencao-preditiva-custo-beneficio","status":"publish","type":"post","link":"https:\/\/blog.infraspeak.com\/pt-pt\/a-manutencao-preditiva-custo-beneficio\/","title":{"rendered":"A manuten\u00e7\u00e3o preditiva \u00e9 mesmo rent\u00e1vel?"},"content":{"rendered":"<div id=\"bsf_rt_marker\"><\/div><p><span style=\"font-weight: 400;\">J\u00e1 toda a gente ouviu falar em <a href=\"https:\/\/blog.infraspeak.com\/pt-pt\/o-que-e-manutencao-preditiva\/\">manuten\u00e7\u00e3o preditiva<\/a>. Mas n\u00e3o h\u00e1 muitas pessoas com estrat\u00e9gias preditivas propriamente ditas em pr\u00e1tica. Se est\u00e1 neste grupo, talvez ainda tenha d\u00favidas sobre o custo-benef\u00edcio da manuten\u00e7\u00e3o preditiva. Ir\u00e1 ter retorno sobre o investimento?<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>Os benef\u00edcios da manuten\u00e7\u00e3o preditiva\u00a0<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u00c9 prov\u00e1vel que j\u00e1 tenha ouvido falar dos benef\u00edcios da manuten\u00e7\u00e3o preditiva. Mas prometemos que vai valer a pena! \u00c9 muito f\u00e1cil perder-se no debate entre o &#8220;custo da manuten\u00e7\u00e3o preditiva&#8221; versus &#8220;custo da manuten\u00e7\u00e3o corretiva&#8221;. No entanto, n\u00e3o podemos medir a rela\u00e7\u00e3o custo-benef\u00edcio tendo apenas em considera\u00e7\u00e3o o custo da pr\u00f3pria manuten\u00e7\u00e3o.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>A manuten\u00e7\u00e3o preditiva elimina o downtime<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">A manuten\u00e7\u00e3o corretiva tem custos elevados e n\u00e3o evita o downtime. A manuten\u00e7\u00e3o preditiva consegue eliminar horas de downtime, e como tal paga-se a si mesma com maior produtividade e fiabilidade. Como exemplo, podemos citar o downtime m\u00e9dio n\u00e3o planeado na Ind\u00fastria do Petr\u00f3leo e do G\u00e1s:<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-large wp-image-10248\" src=\"https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2021\/07\/Unplanned-downtime-1024x396.png\" alt=\"Unplanned downtime (predictive maintenance) \" width=\"640\" height=\"248\" srcset=\"https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2021\/07\/Unplanned-downtime-1024x396.png 1024w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2021\/07\/Unplanned-downtime-300x116.png 300w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2021\/07\/Unplanned-downtime-768x297.png 768w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2021\/07\/Unplanned-downtime.png 1442w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: center;\"><b><i>Fonte: <\/i><\/b><a href=\"https:\/\/oden.io\/blog\/downtime-in-manufacturing-the-true-cost\/\"><b><i>Oden Technologies.<\/i><\/b><\/a><\/p>\n<p>&nbsp;<\/p>\n<h3><b>A manuten\u00e7\u00e3o preditiva prolonga a vida \u00fatil dos ativos.<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Quando consegue detetar falhas com precis\u00e3o e evitar avarias, at\u00e9 os ativos mais velhos se tornam mais fi\u00e1veis. Isso significa que pode obter mais retorno do investimento por cada equipamento.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>A manuten\u00e7\u00e3o preditiva evita o desperd\u00edcio.<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Estudos realizados revelaram que <a href=\"https:\/\/www.ibm.com\/blogs\/internet-of-things\/as-much-as-half-of-every-dollar-you-spend-on-preventive-maintenance-is-wasted\/\">30% da manuten\u00e7\u00e3o preventiva baseada no tempo<\/a> \u00e9 desnecess\u00e1ria, o que gera desperd\u00edcios. (Lamentamos inform\u00e1-lo.) Se a manuten\u00e7\u00e3o preditiva os conseguir evitar, quanto tempo e recursos se podem poupar?<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>A manuten\u00e7\u00e3o preditiva n\u00e3o \u00e9 intrusiva.<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Faria um check-up m\u00e9dico se isso colocasse a sua vida em risco? Por vezes, a manuten\u00e7\u00e3o preventiva requer atividades de desmontagem e remontagem, o que aumenta a probabilidade de uma avaria no futuro e os custos que lhe s\u00e3o inerentes.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>A manuten\u00e7\u00e3o preditiva tem um bom custo-benef\u00edcio?<\/b><\/h2>\n<p>Por mais tentador que pare\u00e7a, a quest\u00e3o ainda se mant\u00e9m no ar. Ser\u00e1 que a manuten\u00e7\u00e3o preditiva \u00e9 realmente rent\u00e1vel? Como qualquer gestor de manuten\u00e7\u00e3o sabe, a maioria das <a href=\"https:\/\/blog.infraspeak.com\/pt-pt\/9-tecnicas-de-manutencao-com-base-na-condicao\/\">t\u00e9cnicas de monitoriza\u00e7\u00e3o da condi\u00e7\u00e3o<\/a> &#8211; uma condi\u00e7\u00e3o n\u00e3o negoci\u00e1vel para a manuten\u00e7\u00e3o preditiva &#8211; ainda v\u00eam com elevados custos iniciais. E depois ainda h\u00e1 o custo da modela\u00e7\u00e3o e an\u00e1lise de dados. Para muitas empresas, pode ser proibitivo. Assim, coloca-se a quest\u00e3o de saber se a manuten\u00e7\u00e3o preditiva \u00e9 o o\u00e1sis no deserto que todos n\u00f3s queremos que seja.<\/p>\n<p><span style=\"font-weight: 400;\">Partimos \u00e0 procura da resposta. De acordo com um <a href=\"https:\/\/www.mckinsey.com\/business-functions\/operations\/our-insights\/digitally-enabled-reliability-beyond-predictive-maintenance#\">estudo da McKinsey<\/a> amplamente citado, publicado em 2018, a manuten\u00e7\u00e3o preditiva pode melhorar a efici\u00eancia da manuten\u00e7\u00e3o e gerar &#8220;poupan\u00e7as substanciais&#8221; de v\u00e1rias maneiras:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\"><strong>Reduz os custos de manuten\u00e7\u00e3o em 18-25%<\/strong>.<\/span><\/li>\n<\/ul>\n<ul>\n<li><b><span style=\"font-weight: 400;\"><strong>Aumenta a disponibilidade em 5-15%<\/strong>, o que se traduz em ainda mais ganhos.<\/span><\/b><\/li>\n<\/ul>\n<p>Nesse mesmo ano, a PWC publicou um relat\u00f3rio intitulado &#8220;<strong><a href=\"https:\/\/www.pwc.be\/en\/documents\/20180926-pdm40-beyond-the-hype-report.pdf\">\u00a0Predictive Maintenance 4.0 \u2013\u00a0 Beyond the Hype: PdM delivers results<\/a><\/strong>&#8221; (&#8220;Para l\u00e1 do <em>hype<\/em>: a PdM apresenta resultados&#8221;). O estudo inquiriu 268 empresas europeias da B\u00e9lgica, Alemanha e Pa\u00edses Baixos. Concentrou-se na forma como passamos de inspe\u00e7\u00f5es visuais a inspe\u00e7\u00f5es por instrumentos, monitoriza\u00e7\u00e3o do condi\u00e7\u00e3o em tempo real e, agora, para o novo e promissor mundo da an\u00e1lise de <em>big data\u00a0<\/em>em tempo real (PdM 4.0).<\/p>\n<p><span style=\"font-weight: 400;\">Mais uma vez, o estudo mostrou que a manuten\u00e7\u00e3o preditiva tem um bom custo-benef\u00edcio na ind\u00fastria:<br \/>\n<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\">As <strong>empresas diminu\u00edram os custos de manuten\u00e7\u00e3o em 12%<\/strong> (menos do que no estudo da McKinsey, que apontava para 18-25%) e a <strong>disponibilidade melhorou em 9%<\/strong>.<\/li>\n<li style=\"font-weight: 400;\"><b>A manuten\u00e7\u00e3o preditiva tamb\u00e9m prolonga a vida \u00fatil de ativos envelhecidos em 20%.<\/b><\/li>\n<li style=\"font-weight: 400;\"><b>Reduziu os riscos de seguran\u00e7a, sa\u00fade, ambiente e qualidade em 14%.<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ambos os estudos provam que a manuten\u00e7\u00e3o preditiva permite:<br \/>\n<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">manuten\u00e7\u00e3o mais orientada (menos desperd\u00edcio em repara\u00e7\u00f5es e inspe\u00e7\u00f5es);<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">qualidade previs\u00edvel e fiabilidade melhorada;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">melhor efic\u00e1cia global (OEE);\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">maior vida \u00fatil dos ativos.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><b>A hist\u00f3ria complica-se: quanto custa o downtime dos equipamentos?<\/b><\/h2>\n<p>Outro relat\u00f3rio de 2018 do <a href=\"https:\/\/www.ge.com\/digital\/sites\/default\/files\/download_assets\/PAC_Predictive_Maintenance_GE_Digital_Executive_Summary_2018_1.pdf\">Grupo CXP<\/a> mostrou que 91% das empresas conseguem uma redu\u00e7\u00e3o no tempo de repara\u00e7\u00e3o e no downtime n\u00e3o planeado, e 93% conseguem uma melhoria das infra-estruturas mais antigas. Se tal significa ou n\u00e3o um retorno positivo do investimento depende de (1) quanto essas repara\u00e7\u00f5es custariam e (2) quanto as empresas perdem com downtime n\u00e3o planeado, mas as estat\u00edsticas s\u00e3o sem d\u00favida promissoras.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Enquanto tent\u00e1vamos responder a essa pergunta, encontr\u00e1mos um relat\u00f3rio de 2016 do <a href=\"https:\/\/www.aberdeen.com\/techpro-essentials\/stat-of-the-week-the-rising-cost-of-downtime\/\">Grupo Aberdeen<\/a>. O relat\u00f3rio diz que, na altura, o downtime n\u00e3o planeado de equipamentos custava, em m\u00e9dia, 260 000 d\u00f3lares por hora (um aumento de 60% em rela\u00e7\u00e3o a 2014.) E quanto tempo dura o downtime m\u00e9dio? Segundo a <a href=\"https:\/\/www.machinemetrics.com\/blog\/the-real-cost-of-downtime-in-manufacturing\">Machine Metrics<\/a>, cerca de 4 horas. Agora, isso \u00e9 um valor enorme: 1 040 000 d\u00f3lares\u00a0<\/span>em m\u00e9dia por cada paragem! Se ao menos a manuten\u00e7\u00e3o as pudesse evitar&#8230;<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Mas isso s\u00e3o apenas valores m\u00e9dios e estat\u00edsticas, certo? Certamente que a sua empresa n\u00e3o perde cerca de um milh\u00e3o de d\u00f3lares (aproximadamente 842 000 \u20ac) cada vez que uma m\u00e1quina fica fora de servi\u00e7o. Ent\u00e3o, <strong>quanto \u00e9 que o downtime custa \u00e0 sua empresa?<\/strong> Comece por calcular os custos de conten\u00e7\u00e3o e repara\u00e7\u00e3o. Depois, calcule a produ\u00e7\u00e3o que perdeu e o que esta representa em termos de receitas. Adicione quaisquer outros custos em que possa incorrer (indemniza\u00e7\u00f5es a terceiros, etc.), e some-os.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Estes n\u00e3o s\u00e3o c\u00e1lculos f\u00e1ceis (ou agrad\u00e1veis, j\u00e1 agora). No entanto, \u00e9 absolutamente necess\u00e1rio avaliar quanto se arrisca a perder todos os anos. Isto d\u00e1-lhe um limiar para o quanto pode investir e para quando pode esperar o retorno do investimento. No entanto, se quiser ser minucioso, aprofundamos um pouco mais este tema para si.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>Quanto vai poupar com manuten\u00e7\u00e3o preditiva?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Saber o custo do downtime e das repara\u00e7\u00f5es \u00e9 um bom come\u00e7o. Se o custo da manuten\u00e7\u00e3o corretiva for o mesmo, ent\u00e3o n\u00e3o vai poupar nada. Agora, quando se compara manuten\u00e7\u00e3o preventiva e preditiva, a escolha n\u00e3o \u00e9 t\u00e3o simples.<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">A manuten\u00e7\u00e3o preditiva \u00e9 mais direcionada, mas n\u00e3o \u00e9 infal\u00edvel. <strong>Qual \u00e9 a precis\u00e3o? Qual \u00e9 a probabilidade de prever falhas? E \u00e9 poss\u00edvel prev\u00ea-las a tempo?<\/strong> A <a href=\"https:\/\/hub.packtpub.com\/implementing-cost-effective-iot-analytics-for-predictive-maintenance-tutorial\/\">Packt<\/a> tem um tutorial para que possa fazer alguma modela\u00e7\u00e3o:<br \/>\n<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><i><span style=\"font-weight: 400;\">Poupan\u00e7a l\u00edquida = (Custo da falha * [N\u00famero Esperado de Falhas &#8211; Previs\u00f5es Verdadeiras Esperadas]) &#8211; (Custo de Repara\u00e7\u00e3o Proativa * [Verdadeiros Positivos Esperados + Falsos Positivos Esperados])<br \/>\n<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\"><strong>Ser\u00e1 que a manuten\u00e7\u00e3o preditiva tem um bom custo-benef\u00edcio? Tudo aponta para um claro &#8220;sim&#8221;<\/strong>, pelo menos na ind\u00fastria. Vale a pena o investimento para a sua empresa? Para quando pode esperar o retorno do investimento? Monitorize os indicadores-chave de desempenho, investigue t\u00e9cnicas de monitoriza\u00e7\u00e3o da condi\u00e7\u00e3o e fa\u00e7a as suas pr\u00f3prias contas.<br \/>\n<\/span><\/p>\n<p><a href=\"https:\/\/infraspeak.com\/pt-pt\/demo\/\"><img decoding=\"async\" class=\"alignnone size-full wp-image-3725\" src=\"http:\/\/blog.infraspeak.com\/wp-content\/uploads\/2019\/11\/PT-Demo-Banner.png\" alt=\"\" width=\"1694\" height=\"582\" srcset=\"https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2019\/11\/PT-Demo-Banner.png 1694w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2019\/11\/PT-Demo-Banner-300x103.png 300w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2019\/11\/PT-Demo-Banner-768x264.png 768w, https:\/\/blog.infraspeak.com\/wp-content\/uploads\/2019\/11\/PT-Demo-Banner-1024x352.png 1024w\" sizes=\"(max-width: 1694px) 100vw, 1694px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bem-vindo a 2021. J\u00e1 toda a gente ouviu falar em manuten\u00e7\u00e3o preditiva. Mas n\u00e3o h\u00e1 muitas pessoas com estrat\u00e9gias preditivas propriamente ditas em pr\u00e1tica. Se est\u00e1 neste grupo, talvez ainda tenha d\u00favidas sobre o custo-benef\u00edcio da manuten\u00e7\u00e3o preditiva. Ir\u00e1 ter retorno sobre o investimento? Quanto vai poupar?<\/p>\n","protected":false},"author":54,"featured_media":10255,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[371],"tags":[],"class_list":["post-10263","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-manutencao"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A manuten\u00e7\u00e3o preditiva \u00e9 mesmo rent\u00e1vel? &#8226; Infraspeak Blog<\/title>\n<meta name=\"description\" content=\"Talvez ainda tenha d\u00favidas sobre o custo-benef\u00edcio da manuten\u00e7\u00e3o preditiva. Vai ter retorno sobre o investimento? 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