{"id":59502,"date":"2025-09-26T10:48:38","date_gmt":"2025-09-26T10:48:38","guid":{"rendered":"https:\/\/becolve.com\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/"},"modified":"2025-09-26T10:48:38","modified_gmt":"2025-09-26T10:48:38","slug":"how-and-where-to-use-machine-learning-for-production-optimization","status":"publish","type":"blog","link":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/","title":{"rendered":"How and where to Use Machine Learning for Production Optimization"},"content":{"rendered":"

I<\/span> Machine Learning: Transforming Data into Knowledge<\/strong><\/h2>\n

Inefficiencies in processes impair production. Industrial data, an analytical and business mindset, and the application of Artificial Intelligence (Machine Learning)<\/strong> tools and techniques make it possible to understand why they occur, when they will happen, and how to avoid them. <\/p>\n

But, What is Machine Learning?<\/strong><\/h3>\n

Machine Learning<\/strong> is the type of artificial intelligence that processes enormous data sets to detect patterns and trends, and then uses them to build models that predict<\/strong> what may happen in the future, becoming more intelligent over time in a continuous process.<\/p>\n

\"graphic<\/p>\n

 <\/p>\n

Machine Learning is not a system that can be connected to a production line and make the line work better than before. It is a continuous process that needs data inputs from one or more devices and that enables the data to be collected, prepared, trained, evaluated, and improved<\/strong> to develop knowledge about how the production line works. <\/p>\n

This knowledge can be used to determine how the production line can have a higher performance, operate at a lower cost, function more reliably, etc.<\/p>\n

In this way, machine learning transforms an industrial operation<\/strong> allowing companies to achieve:<\/p>\n

    \n
  • Find new efficiencies and reduce waste to save resources.<\/li>\n
  • Understand the trends and changes in your own market.<\/li>\n
  • Comply with industry regulations and standards, improve safety, and reduce your environmental impact.<\/li>\n
  • Increase the quality of products.<\/li>\n
  • Find and eliminate bottlenecks in the production process.<\/li>\n
  • Improve the visibility of the supply chain and distribution networks.<\/li>\n
  • Detect the first signs of failures or anomalies or reduce downtime and perform repairs more quickly.<\/li>\n
  • Carry out a root cause analysis to improve processes.<\/li>\n
  • Optimize the life cycle of assets.<\/li>\n<\/ul>\n

    \"Man<\/p>\n

     <\/p>\n

    In which Industrial Areas is Machine Learning Applied?<\/strong><\/h3>\n

    Some of the current applications and transformations attributed to Machine Learning<\/strong> that allow predicting and improving inefficiencies in production processes are: <\/p>\n

    1.- Predictive Maintenance<\/h4>\n
      \n
    • Predict interruptions in a production line in advance to schedule downtime at the most advantageous time and eliminate unscheduled downtime.<\/li>\n
    • Identify anomalous behaviors by comparing current operation with the normal behavior of the machine to identify and address situations of risk to the integrity of the machines.<\/li>\n
    • Anticipate machine failures by identifying the complex behavior patterns that indicate the first signs of a problem, and take advantage of them to plan maintenance and avoid unexpected stops.<\/li>\n
    • Estimate the remaining useful life of the components by modeling the wear patterns of the components.<\/li>\n<\/ul>\n

      2.- Quality Control<\/h4>\n
        \n
      • Understand the variability by identifying the process inputs that most affect the quality metrics and the complex interactions between these and the quality of your product.<\/li>\n
      • Anticipate quality by continuously predicting the quality of the products based on the configuration of the process and its behavior.<\/li>\n
      • Simulate different configurations by modeling the quality based on the control levers and simulating the results of different configurations to search for the optimal one in each situation.<\/li>\n
      • Reduce laboratory analysis by identifying the batches with the highest risk of quality non-compliance to focus the tests on these, thus reducing costs and the lead time of the product.<\/li>\n<\/ul>\n

        3.- Resource Optimization<\/h4>\n
          \n
        • Increase the energy efficiency of the process by detecting anomalies and optimizing it from an energy cost point of view.<\/li>\n
        • Organize the tasks of the employees in an optimal way, so that these are adjusted to their workload, skills, experience, authorizations and, even, location.<\/li>\n
        • Discover the optimal behavior by modeling the normal operation of a process to identify anomalous behaviors and discover superior yields.<\/li>\n<\/ul>\n

          4.- Logistics<\/h4>\n
            \n
          • Demand forecasting with the identification of the most influential factors, as well as the most relevant KPIs to monitor.<\/li>\n
          • Planning of manufactures allowing the optimization of inventories of raw materials and finished products.<\/li>\n<\/ul>\n

            \"technological<\/p>\n

             <\/p>\n

            I<\/span> Conclusions<\/strong><\/h2>\n

            Machine Learning is a truly revolutionary technology<\/strong> that uses industrial data to improve business and production practices and help companies make better decisions.<\/p>\n

            Knowing all the how’s and why’s before something harmful happens can help streamline production, increase product quality, and improve customer satisfaction.<\/p>\n

            The important thing is to identify the different points<\/strong> within the factory where Machine Learning can provide greater value. Applied correctly and meaningfully, it can bring great benefits that are reflected in the income statement. <\/p>\n","protected":false},"excerpt":{"rendered":"

            Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.<\/p>\n","protected":false},"author":31,"featured_media":59506,"menu_order":0,"template":"","categories":[1378,1360],"tags":[1441,1440],"arquitectura":[1841],"area":[],"sector":[],"experto":[1392],"weborigen":[93],"productos-tax":[96],"soluciones-tax":[1407],"marcas-tax":[],"coauthors":[434],"class_list":["post-59502","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-asset-maintenance","category-cloud","tag-aveva-predictive-analytics","tag-subscription","arquitectura-industrial-cloud","experto-industrial-digital-transformation","weborigen-wonderware-es","productos-tax-aveva-insight","soluciones-tax-cloud"],"acf":[],"yoast_head":"\nUse of machine learning for production optimization<\/title>\n<meta name=\"description\" content=\"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Use of machine learning for production optimization\" \/>\n<meta property=\"og:description\" content=\"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/\" \/>\n<meta property=\"og:site_name\" content=\"Becolve Digital\" \/>\n<meta property=\"og:image\" content=\"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/datos-machine.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"773\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@Logitek_es\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Becolve Digital\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/\",\"url\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/\",\"name\":\"Use of machine learning for production optimization\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/becolve.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/datos-machine.jpg\",\"datePublished\":\"2025-09-26T10:48:38+00:00\",\"description\":\"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/#primaryimage\",\"url\":\"https:\\\/\\\/becolve.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/datos-machine.jpg\",\"contentUrl\":\"https:\\\/\\\/becolve.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/datos-machine.jpg\",\"width\":1400,\"height\":773},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/how-and-where-to-use-machine-learning-for-production-optimization\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/becolve.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Blog Items\",\"item\":\"https:\\\/\\\/becolve.com\\\/en\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"How and where to Use Machine Learning for Production Optimization\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/becolve.com\\\/en\\\/\",\"name\":\"Becolve Digital\",\"description\":\"Transformaci\u00f3n digital en industria e infraestructuras\",\"publisher\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/becolve.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#organization\",\"name\":\"Becolve Digital\",\"url\":\"https:\\\/\\\/becolve.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/becolve.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/becolve-logo-h-black_200.png\",\"contentUrl\":\"https:\\\/\\\/becolve.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/becolve-logo-h-black_200.png\",\"width\":200,\"height\":64,\"caption\":\"Becolve Digital\"},\"image\":{\"@id\":\"https:\\\/\\\/becolve.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/Logitek_es\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/becolve-digital\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Use of machine learning for production optimization","description":"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/","og_locale":"en_US","og_type":"article","og_title":"Use of machine learning for production optimization","og_description":"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.","og_url":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/","og_site_name":"Becolve Digital","og_image":[{"width":1400,"height":773,"url":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/datos-machine.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@Logitek_es","twitter_misc":{"Est. reading time":"3 minutes","Written by":"Becolve Digital"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/","url":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/","name":"Use of machine learning for production optimization","isPartOf":{"@id":"https:\/\/becolve.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/#primaryimage"},"image":{"@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/#primaryimage"},"thumbnailUrl":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/datos-machine.jpg","datePublished":"2025-09-26T10:48:38+00:00","description":"Machine Learning is a truly revolutionary technology that uses industrial data to improve business and production practices and help companies make better decisions.","breadcrumb":{"@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/#primaryimage","url":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/datos-machine.jpg","contentUrl":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/datos-machine.jpg","width":1400,"height":773},{"@type":"BreadcrumbList","@id":"https:\/\/becolve.com\/en\/blog\/how-and-where-to-use-machine-learning-for-production-optimization\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/becolve.com\/en\/"},{"@type":"ListItem","position":2,"name":"Blog Items","item":"https:\/\/becolve.com\/en\/blog\/"},{"@type":"ListItem","position":3,"name":"How and where to Use Machine Learning for Production Optimization"}]},{"@type":"WebSite","@id":"https:\/\/becolve.com\/en\/#website","url":"https:\/\/becolve.com\/en\/","name":"Becolve Digital","description":"Transformaci\u00f3n digital en industria e infraestructuras","publisher":{"@id":"https:\/\/becolve.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/becolve.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/becolve.com\/en\/#organization","name":"Becolve Digital","url":"https:\/\/becolve.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/becolve.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/becolve-logo-h-black_200.png","contentUrl":"https:\/\/becolve.com\/wp-content\/uploads\/2023\/04\/becolve-logo-h-black_200.png","width":200,"height":64,"caption":"Becolve Digital"},"image":{"@id":"https:\/\/becolve.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/Logitek_es","https:\/\/www.linkedin.com\/company\/becolve-digital\/"]}]}},"_links":{"self":[{"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/blog\/59502","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/users\/31"}],"version-history":[{"count":0,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/blog\/59502\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/media\/59506"}],"wp:attachment":[{"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/media?parent=59502"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/categories?post=59502"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/tags?post=59502"},{"taxonomy":"arquitectura","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/arquitectura?post=59502"},{"taxonomy":"area","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/area?post=59502"},{"taxonomy":"sector","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/sector?post=59502"},{"taxonomy":"experto","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/experto?post=59502"},{"taxonomy":"weborigen","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/weborigen?post=59502"},{"taxonomy":"productos-tax","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/productos-tax?post=59502"},{"taxonomy":"soluciones-tax","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/soluciones-tax?post=59502"},{"taxonomy":"marcas-tax","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/marcas-tax?post=59502"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/becolve.com\/en\/wp-json\/wp\/v2\/coauthors?post=59502"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}