{"id":5902,"date":"2018-02-05T14:15:15","date_gmt":"2018-02-05T13:15:15","guid":{"rendered":"https:\/\/www.intellias.com\/?p=5902"},"modified":"2023-09-15T13:40:05","modified_gmt":"2023-09-15T11:40:05","slug":"e2e-predictive-maintenance-software","status":"publish","type":"post","link":"https:\/\/intellias.com\/e2e-predictive-maintenance-software\/","title":{"rendered":"E2E Predictive Maintenance Software"},"content":{"rendered":"<h2 id=\"about-the-client\">Business challenge<\/h2>\n<p>Our client is a Canadian software firm that serves automakers with personalized, user-centric SaaS solutions, and\u00a0<span style=\"font-weight: 400;\">automobile maintenance software<\/span>. End customers use our client\u2019s software to process vehicle preventive maintenance requests from owners. Requests can be based on a maintenance schedule, advice from remote diagnostic systems, or predictions from a cloud-based machine learning system. Our client specializes in technology solutions for the <a href=\"https:\/\/intellias.com\/automotive\/\">automotive<\/a>, energy, and banking sectors.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-5904 size-full\" src=\"https:\/\/intellias.com\/wp-content\/uploads\/2018\/01\/text.jpg\" alt=\"E2E Predictive Maintenance Software\" width=\"770\" height=\"415\" srcset=\"https:\/\/intellias.com\/wp-content\/uploads\/2018\/01\/text.jpg 770w, https:\/\/intellias.com\/wp-content\/uploads\/2018\/01\/text-300x162.jpg 300w, https:\/\/intellias.com\/wp-content\/uploads\/2018\/01\/text-768x415.jpg 768w, https:\/\/intellias.com\/wp-content\/uploads\/2018\/01\/text-570x306.jpg 570w\" sizes=\"(max-width: 770px) 100vw, 770px\" \/><\/p>\n<p>Our client acquired a large contract with an international auto manufacturer to help the manufacturer\u2019s Canadian dealers schedule vehicle maintenance. To serve the large user base \u2013 all owners of vehicles by the manufacturer \u2013 our client started developing the online-based preventive maintenance software solutions for cars.<\/p>\n<p>Their biggest challenge for predictive maintenance software was handling a large volume of vehicle data, including data on the performance of individual vehicle parts. To analyze this data smartly, we proposed introducing consumer IoT solutions and machine learning algorithms as well as an online support system with high fault tolerance. Our client already had related experience with online systems but was looking for a partner with experience both in the automotive sector and with SaaS development to get things done with speed and quality. Their search led to Intellias, as our company is well known for its focus on the automotive sector and its experience with SaaS solutions across industries.<\/p>\n<h2 id=\"intellias-developed-the-maintenance-software-solutions\">Technology solution<\/h2>\n<p>We developed an automotive predictive maintenance software with online support system based on Microsoft Azure cloud services that processes requests for appointments and matches drivers with nearby dealer service centers.<\/p>\n<p>The online system also notifies drivers by phone message or email about the need to check parts that have exact maintenance schedules stated in the vehicle specifications, which are synchronized with the online system.<\/p>\n<p><b>Machine learning algorithms will recognize:<\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">Starter motor malfunctions<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Drop of pressure in\u00a0the\u00a0fuel pump<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">End of\u00a0a\u00a0battery\u2019s service\u00a0life<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2 id=\"we\u2019re-achieving-great-results-together\">Business impact<\/h2>\n<p>Together with our client\u2019s team, we\u2019ve achieved notable improvements to the notification system for drivers about car maintenance thanks to a comprehensive online support tool. We\u2019re now preparing to develop a vehicle predictive maintenance solution based on machine learning algorithms that collect data from steering and braking systems as well as the starter motor, battery, and fuel pump and send all this data to the cloud for analysis and diagnostics.<\/p>\n<p><b>Here\u2019s an e<\/b><b>xample of\u00a0<\/b><b>the\u00a0<\/b><b>E2E predictive maintenance algorithm for battery life:<\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul style=\"font-weight: 400;\">\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"2\">In-car monitoring system checks battery status\u00a0<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"2\">Data is transferred to the cloud\u00a0<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"2\">Cloud-based\u00a0ML\u00a0algorithm\u00a0predicts that the battery will run low\u00a0\u00a0<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"2\">System processes all inputs\u00a0and\u00a0prepares\u00a0advice\u00a0to the\u00a0driver<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"2\">Notification system sends a message to\u00a0the\u00a0driver with instructions<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"2\">Driver avoids issues related to\u00a0low\u00a0battery thanks to\u00a0the\u00a0E2E system\u2019s\u00a0prediction<span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We\u2019re building and supporting a comprehensive monitoring system for car diagnostics and real-time notifications to drivers <\/p>\n","protected":false},"author":6,"featured_media":49757,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[5],"tags":[29,12,37],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.1 (Yoast SEO v22.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>E2E Predictive Maintenance Software Solutions | Intellias Case Study<\/title>\n<meta name=\"description\" content=\"Read our case study on how Intellias helped build and support a comprehensive monitoring system for car diagnostics and real-time notifications to drivers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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