{"id":3073,"date":"2024-10-17T15:29:03","date_gmt":"2024-10-17T20:29:03","guid":{"rendered":"https:\/\/uwm.edu\/csi\/?post_type=research_post_type&#038;p=3073"},"modified":"2024-10-17T15:29:04","modified_gmt":"2024-10-17T20:29:04","slug":"innovative-time-to-failure-prediction-utility-meters","status":"publish","type":"research_post_type","link":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/","title":{"rendered":"Innovative Time to Failure Prediction Utility Meters"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-target-objective\">Target Objective<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Objective: develop innovative AI and machine learning techniques to <em>predict utility meter failures<\/em>.<\/li>\n\n\n\n<li>Data to be used: real-time time series and event meter data<\/li>\n\n\n\n<li>Importance to industry:\n<ul class=\"wp-block-list\">\n<li>Can be used to achieve predictive maintenance.<\/li>\n\n\n\n<li>Compare to traditional maintenance approaches, such as &#8220;run to failure&#8221; and &#8220;schedule&#8221; maintenance, predictive maintenance has several advantages: less equipment down time, fewer interruptions, longer asset life, and increased efficiency<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-detail\">Project Detail<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Approach\n<ul class=\"wp-block-list\">\n<li>Classification: use real-time meter data to predict whether a meter will fail in a fixed time period in the future (e.g. one month)<\/li>\n\n\n\n<li>Regression: use meter data to predict the time-to-failure (in months) for a meter<\/li>\n\n\n\n<li>Will focus on classification first<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Research plans, milestones, and time line\n<ul class=\"wp-block-list\">\n<li>Milestone 1: training and testing meter data (in collaboration with WE Energies)<\/li>\n\n\n\n<li>Milestone 2: classification algorithms, software, and simulation results<\/li>\n\n\n\n<li>Milestone 3: white paper and other publications<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-target-outcomes\">Target Outcomes<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Publications\n<ul class=\"wp-block-list\">\n<li>White paper(s)<\/li>\n\n\n\n<li>Potential journal\/conference publications<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Software\n<ul class=\"wp-block-list\">\n<li>Meter data analysis and classification software<\/li>\n\n\n\n<li>Training and testing data sets for future research<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Education\n<ul class=\"wp-block-list\">\n<li>Training for PhD student(s)<\/li>\n\n\n\n<li>Inspire potential projects for machine learning classes<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Dr. Jun Zhang&#039;s CSI Research Project\" width=\"1400\" height=\"788\" src=\"https:\/\/www.youtube.com\/embed\/QQfKl0v9HYA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"author":1287,"featured_media":3075,"parent":0,"template":"","class_list":["post-3073","research_post_type","type-research_post_type","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Connected Systems Institute<\/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:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Innovative Time to Failure Prediction Utility Meters\" \/>\n<meta property=\"og:description\" content=\"Target Objective Project Detail Target Outcomes\" \/>\n<meta property=\"og:url\" content=\"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/\" \/>\n<meta property=\"og:site_name\" content=\"Connected Systems Institute\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-17T20:29:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2024\/10\/Utility-Meter.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/\",\"name\":\"Innovative Time to Failure Prediction Utility Meters - Connected Systems Institute\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2024\\\/10\\\/Utility-Meter.jpg\",\"datePublished\":\"2024-10-17T20:29:03+00:00\",\"dateModified\":\"2024-10-17T20:29:04+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/#primaryimage\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2024\\\/10\\\/Utility-Meter.jpg\",\"contentUrl\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2024\\\/10\\\/Utility-Meter.jpg\",\"width\":800,\"height\":400,\"caption\":\"Utility meter\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/research\\\/research-projects\\\/innovative-time-to-failure-prediction-utility-meters\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Innovative Time to Failure Prediction Utility Meters\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#website\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\",\"name\":\"Connected Systems Institute\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#organization\",\"name\":\"University of Wisconsin - Milwaukee\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2020\\\/11\\\/uwm-seo-logo.jpg\",\"contentUrl\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2020\\\/11\\\/uwm-seo-logo.jpg\",\"width\":225,\"height\":224,\"caption\":\"University of Wisconsin - Milwaukee\"},\"image\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Connected Systems Institute","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:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/","og_locale":"en_US","og_type":"article","og_title":"Innovative Time to Failure Prediction Utility Meters","og_description":"Target Objective Project Detail Target Outcomes","og_url":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/","og_site_name":"Connected Systems Institute","article_modified_time":"2024-10-17T20:29:04+00:00","og_image":[{"width":800,"height":400,"url":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2024\/10\/Utility-Meter.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/","url":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/","name":"Innovative Time to Failure Prediction Utility Meters - Connected Systems Institute","isPartOf":{"@id":"https:\/\/uwm.edu\/csi\/#website"},"primaryImageOfPage":{"@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/#primaryimage"},"image":{"@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/#primaryimage"},"thumbnailUrl":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2024\/10\/Utility-Meter.jpg","datePublished":"2024-10-17T20:29:03+00:00","dateModified":"2024-10-17T20:29:04+00:00","breadcrumb":{"@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/#primaryimage","url":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2024\/10\/Utility-Meter.jpg","contentUrl":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2024\/10\/Utility-Meter.jpg","width":800,"height":400,"caption":"Utility meter"},{"@type":"BreadcrumbList","@id":"https:\/\/uwm.edu\/csi\/research\/research-projects\/innovative-time-to-failure-prediction-utility-meters\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/uwm.edu\/csi\/"},{"@type":"ListItem","position":2,"name":"Innovative Time to Failure Prediction Utility Meters"}]},{"@type":"WebSite","@id":"https:\/\/uwm.edu\/csi\/#website","url":"https:\/\/uwm.edu\/csi\/","name":"Connected Systems Institute","description":"","publisher":{"@id":"https:\/\/uwm.edu\/csi\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/uwm.edu\/csi\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/uwm.edu\/csi\/#organization","name":"University of Wisconsin - Milwaukee","url":"https:\/\/uwm.edu\/csi\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/uwm.edu\/csi\/#\/schema\/logo\/image\/","url":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2020\/11\/uwm-seo-logo.jpg","contentUrl":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2020\/11\/uwm-seo-logo.jpg","width":225,"height":224,"caption":"University of Wisconsin - Milwaukee"},"image":{"@id":"https:\/\/uwm.edu\/csi\/#\/schema\/logo\/image\/"}}]}},"acf":[],"_links":{"self":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/research_post_type\/3073","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/research_post_type"}],"about":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/types\/research_post_type"}],"author":[{"embeddable":true,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/users\/1287"}],"version-history":[{"count":1,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/research_post_type\/3073\/revisions"}],"predecessor-version":[{"id":3076,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/research_post_type\/3073\/revisions\/3076"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/media\/3075"}],"wp:attachment":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/media?parent=3073"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}