{"id":22521,"date":"2026-07-16T13:30:22","date_gmt":"2026-07-16T11:30:22","guid":{"rendered":"https:\/\/www.neuraldesigner.com\/use-cases\/predictive-maintenance\/"},"modified":"2026-07-16T13:47:16","modified_gmt":"2026-07-16T11:47:16","slug":"predictive-maintenance","status":"publish","type":"page","link":"https:\/\/www.neuraldesigner.com\/use-cases\/predictive-maintenance\/","title":{"rendered":"Predictive maintenance using machine learning"},"content":{"rendered":"<section>\n<p>Predictive maintenance determines the actual condition of the equipment and predicts when the company should perform maintenance.<\/p>\n<p>This approach promises cost savings because the company only performs tasks when warranted.<\/p>\n<h3>Contents<\/h3>\n<ol>\n<li><a href=\"#Objectives\">Objectives<\/a>.<\/li>\n<li><a href=\"#Benefits\">Benefits<\/a>.<\/li>\n<li><a href=\"#Approach\">Approach<\/a>.<\/li>\n<li><a href=\"#Conclusions\">Conclusions<\/a>.<\/li>\n<\/ol>\n<\/section>\n<p><!-- Definition --><\/p>\n<section id=\"Objectives\">\n<h2>Objectives<\/h2>\n<p>Predictive maintenance looks for anomalies, i.e., unexpected measurements that might indicate a problem &#8211; but are not yet so severe that they are a failure.<\/p>\n<p>The challenge is to determine the condition of in-service equipment to predict when the company should perform maintenance and prevent unexpected failures.<\/p>\n<p><!--<\/p>\n\n\n\n\n<p>\n                    Industry 4.0 presents the best framework for using neural networks due to the growth in the information we have about any industry's functioning.\n                <\/p>\n\n\n\n\n<p>        --><\/p>\n<\/section>\n<p><!-- Benefits --><\/p>\n<section id=\"Benefits\">\n<h2>Benefits<\/h2>\n<p><!--<\/p>\n\n\n\n\n<p>\n                    To do so, they analyze data from outside and inside the plant.<\/p>\n\n\n\n\n<p>                    If they detect a behavior deviation during operation, the model raises a flag.\n                <\/p>\n\n\n\n\n<p>\n                    Reduce the number of unexpected events by optimizing the maintenance plans and costs caused by failures.\n                <\/p>\n\n\n\n\n<p>\n                    Study in-depth, which are the areas that present a more significant percentage of failure.\n                <\/p>\n\n\n\n\n<p>\n                    Predictive maintenance reduces costs and risks for engineering companies by anticipating failures of their technical equipment.\n                <\/p>\n\n\n\n\n<p>\n                    Analyze which external or internal factors are more related to those failures.\n                <\/p>\n\n\n\n\n<p>\n                    Predict which area is going to fail based on previous experiences.\n                <\/p>\n\n\n\n\n<p>                <img decoding=\"async\" src=\"https:\/\/www.neuraldesigner.com\/images\/advanced_analytics_predictive_maintenance.svg\" alt=\"Advanced analytics\" width=\"500\" \/><br \/>        --><\/p>\n<p>Predictive maintenance allows for managing problems that could arise in the present and preventing future unexpected events.<\/p>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: center; border: none;\">\n<p><img decoding=\"async\" style=\"width: 50px;\" src=\"https:\/\/www.neuraldesigner.com\/images\/build.svg\" \/><\/p>\n<h3>IMPROVE PLANNING<\/h3>\n<\/td>\n<td style=\"text-align: center; border: none;\">\n<p><img decoding=\"async\" style=\"width: 50px;\" src=\"https:\/\/www.neuraldesigner.com\/images\/search.svg\" \/><\/p>\n<h3>REDUCE REPAIR COSTS<\/h3>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center; border: none;\">\n<p><img decoding=\"async\" style=\"width: 50px;\" src=\"https:\/\/www.neuraldesigner.com\/images\/exclamation.svg\" \/><\/p>\n<h3>REDUCE PRODUCTION LOSSES<\/h3>\n<\/td>\n<td style=\"text-align: center; border: none;\">\n<p><img decoding=\"async\" style=\"width: 50px;\" src=\"https:\/\/www.neuraldesigner.com\/images\/trending_down.svg\" \/><\/p>\n<h3>REDUCE DOWNTIME<\/h3>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n<p><!-- Approach --><\/p>\n<section id=\"Approach\">\n<h2>Approach<\/h2>\n<p>Predictive maintenance is to model equipment failures based on observations of past machine runs and failures.<\/p>\n<p>Neural networks can model the correct operation of the equipment at a given condition and detect when this operation is an anomaly.<\/p>\n<p>That allows early spot potential equipment failures and fix them before they happen.<\/p>\n<\/section>\n<p><!-- Conclusions --><\/p>\n<section id=\"Conclusions\">\n<h2>Conclusions<\/h2>\n<p>Predictive maintenance saves companies money since they will have shorter downtime and less lost production, better planning of people and materials, and reduced repair costs.<\/p>\n<p><a href=\"https:\/\/www.neuraldesigner.com\">Neural Designer<\/a> uses machine learning to build predictive models that represent a broad range of variables associated with the failure of equipment.<\/p>\n<\/section>\n<section>\n<h2>Related posts<\/h2>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Predictive maintenance determines the actual condition of the equipment and predicts when the company should perform maintenance. This approach promises cost savings because the company only performs tasks when warranted. Contents Objectives. Benefits. Approach. Conclusions. Objectives Predictive maintenance looks for anomalies, i.e., unexpected measurements that might indicate a problem &#8211; but are not yet so [&hellip;]<\/p>\n","protected":false},"author":152,"featured_media":1677,"parent":22498,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-22521","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Predictive maintenance using machine learning - Neural Designer<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.neuraldesigner.com\/use-cases\/predictive-maintenance\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive maintenance using machine learning - Neural Designer\" \/>\n<meta property=\"og:description\" content=\"Predictive maintenance determines the actual condition of the equipment and predicts when the company should perform maintenance. 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