{"id":5096,"date":"2026-04-07T15:29:31","date_gmt":"2026-04-07T13:29:31","guid":{"rendered":"https:\/\/www.elektronikmassan.se\/session\/scaling-predictive-maintenance-across-factories-without-hardware-lock-in\/"},"modified":"2026-04-10T09:59:09","modified_gmt":"2026-04-10T07:59:09","slug":"scaling-predictive-maintenance-across-factories-without-hardware-lock-in","status":"publish","type":"activity","link":"https:\/\/www.elektronikmassan.se\/en\/session\/scaling-predictive-maintenance-across-factories-without-hardware-lock-in\/","title":{"rendered":"Scaling Predictive Maintenance Across Factories Without Hardware Lock-in"},"content":{"rendered":"\n<p>Predictive maintenance has promised value for years, yet many deployments struggle to scale beyond pilots. A key reason is the dependency on hardware-specific solutions and threshold-based configurations that create noise, complexity, and limited trust.<\/p>\n\n<p>In this session, Rajet Krishnan shares a different approach: a sensor-agnostic, behavior-based model that removes the need for manual thresholds and enables predictive maintenance to scale across sites and equipment types.<\/p>\n\n<p>Through real-world examples from mining and process industries, he will show how organizations can reduce hundreds of weekly alarms to a handful of meaningful signals, improve early fault detection, and deploy solutions faster without being tied to specific hardware ecosystems.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Predictive maintenance has promised value for years, yet many deployments struggle to scale beyond pilots. A key reason is the dependency on hardware-specific solutions and threshold-based configurations that create noise, complexity, and limited trust. In this session, Rajet Krishnan shares a different approach: a sensor-agnostic, behavior-based model that removes the need for manual thresholds and [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_activity_time_start":"13:15","_activity_time_end":"14:00","_activity_date":"2026-04-16","_activity_price":"0","footnotes":""},"edition":[23],"location":[40],"track":[],"activity_type":[41],"class_list":["post-5096","activity","type-activity","status-publish","hentry","edition-elektronikmassan-2026","location-pitch-stage","activity_type-pitch"],"_guests":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/guest\/5090"}],"_sponsors":[],"_cover_image":null,"_links":{"self":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5096","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity"}],"about":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/types\/activity"}],"version-history":[{"count":1,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5096\/revisions"}],"predecessor-version":[{"id":5097,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5096\/revisions\/5097"}],"wp:attachment":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/media?parent=5096"}],"wp:term":[{"taxonomy":"edition","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/edition?post=5096"},{"taxonomy":"location","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/location?post=5096"},{"taxonomy":"track","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/track?post=5096"},{"taxonomy":"activity_type","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity_type?post=5096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}