{"id":2424,"date":"2026-05-27T11:50:14","date_gmt":"2026-05-27T09:50:14","guid":{"rendered":"https:\/\/itsonix.laolaweb.com\/?page_id=2424"},"modified":"2026-09-08T16:27:48","modified_gmt":"2026-09-08T14:27:48","slug":"ai-driven-predictive-maintenance-for-energy-storage-systems","status":"publish","type":"page","link":"https:\/\/itsonix.eu\/en\/leistungen\/predictive-maintenance\/ki-getriebene-predictive-maintenance-fuer-stromspeicher\/","title":{"rendered":"AI-Driven Predictive Maintenance for Energy Storage Systems"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2424\" class=\"elementor elementor-2424\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-40f39f6 e-flex e-con-boxed e-con e-parent\" data-id=\"40f39f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-58742cb e-con-full e-flex e-con e-child\" data-id=\"58742cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d12a643 e-con-full e-flex e-con e-child\" data-id=\"d12a643\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-de36ba8 e-con-full e-flex e-con e-child\" data-id=\"de36ba8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-352fad4 elementor-widget__width-initial elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"352fad4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1734b95 elementor-widget elementor-widget-text-editor\" data-id=\"1734b95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Reference<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93b2b97 last-word-accent elementor-widget elementor-widget-heading\" data-id=\"93b2b97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-size: 33.6px;white-space: normal\">AI-Driven Predictive Maintenance for<\/span><span style=\"font-size: 33.6px;white-space: normal\"> Energy Storage<\/span><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00e86bd elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"00e86bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">AI-powered failure prediction for energy storage systems in the field \u2014 developed, trained, and deployed in live operations.<\/span>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ecc40d2 e-con-full e-flex e-con e-child\" data-id=\"ecc40d2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b7c2f1 elementor-widget elementor-widget-button\" data-id=\"3b7c2f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#Projektinhalte\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Project Content for Download<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e23bec0 e-con-full e-flex e-con e-child\" data-id=\"e23bec0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f9a49b elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"9f9a49b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1024x640.jpg\" class=\"attachment-large size-large wp-image-5130\" alt=\"Sketch of a House with Energy Storage, AI, and PV Systems on the Roof\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1024x640.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-300x187.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-768x480.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1536x960.jpg 1536w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-2048x1280.jpg 2048w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9196ab elementor-widget__width-initial elementor-absolute elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b9196ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cda697 elementor-widget__width-initial elementor-absolute elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9cda697\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f429e15 e-flex e-con-boxed e-con e-parent\" data-id=\"f429e15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-963969a e-con-full e-flex e-con e-child\" data-id=\"963969a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0950bc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d0950bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-099f0bf last-word-accent elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"099f0bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Our Work<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a3023a elementor-widget__width-initial liste-ref elementor-widget elementor-widget-text-editor\" data-id=\"8a3023a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Anyone who operates energy storage systems in the field faces a classic problem: Failures rarely give enough advance warning, and traditional maintenance intervals do not scale with a growing fleet of devices. Together with SENEC, we have developed a system that identifies patterns in operational data before they lead to failures\u2014based on an artificial neural network trained on historical real-world data from over 75,000 storage units in the field.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4dfcf78 e-flex e-con-boxed e-con e-parent\" data-id=\"4dfcf78\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-875bb91 e-con-full e-flex e-con e-child\" data-id=\"875bb91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-745f638 e-con-full e-flex e-con e-child\" data-id=\"745f638\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-721d89e e-con-full e-flex e-con e-child\" data-id=\"721d89e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c23d72b e-grid e-con-full e-con e-child\" data-id=\"c23d72b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-620b61a e-con-full e-flex e-con e-child\" data-id=\"620b61a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a71df1 elementor-widget elementor-widget-text-editor\" data-id=\"7a71df1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Reliable detection through<span style=\"color: #3d7edb;\"> artificial intelligence<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-48cbbb4 e-con-full e-flex e-con e-child\" data-id=\"48cbbb4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c3ebda elementor-widget elementor-widget-counter\" data-id=\"5c3ebda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Energy Storage in the Field<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"75000\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98dd7f3 e-con-full e-flex e-con e-child\" data-id=\"98dd7f3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-975d9dd elementor-widget elementor-widget-counter\" data-id=\"975d9dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">trained on real historical data<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"1\" data-from-value=\"0\" data-delimiter=\".\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">KNN<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a12ba12 e-con-full e-flex e-con e-child\" data-id=\"a12ba12\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5630202 elementor-widget elementor-widget-counter\" data-id=\"5630202\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Project duration: Q1 2016 \u2013 Q2 2021<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"\" data-from-value=\"0\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"> Years<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50c295a e-con-full e-flex e-con e-child\" data-id=\"50c295a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2694d9b elementor-widget elementor-widget-image\" data-id=\"2694d9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert-1024x682.jpg\" class=\"attachment-large size-large wp-image-5122\" alt=\"Digital Mapping of Digital Systems in Logistics\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert-1024x682.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert-300x200.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert-768x511.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert-18x12.jpg 18w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/logistik_digitalisierung_komprimiert.jpg 1537w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-07c9eb3 e-flex e-con-boxed e-con e-parent\" data-id=\"07c9eb3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1135422 e-con-full e-flex e-con e-child\" data-id=\"1135422\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f7a08 e-con-full e-flex e-con e-child\" data-id=\"69f7a08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73ebe2d elementor-widget elementor-widget-image\" data-id=\"73ebe2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-1024x683.jpg\" class=\"attachment-large size-large wp-image-3576\" alt=\"Senec Logo\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-1024x683.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-300x200.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-768x512.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-1536x1024.jpg 1536w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/Design-ohne-Titel-7-2048x1366.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-444e210 e-con-full schatten e-flex e-con e-child\" data-id=\"444e210\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-6004ed7 e-con-full e-flex e-con e-child\" data-id=\"6004ed7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-99a48f7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"99a48f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2d6cb0 last-word-accent elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"c2d6cb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Our Client: Who Is SENEC?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6535d26 elementor-widget elementor-widget-text-editor\" data-id=\"6535d26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Since 2009, the <strong>SENEC GmbH in Leipzig<\/strong> intelligent <strong>Energy Storage Systems and Storage-Based Energy Solutions<\/strong>. With more than 75,000 systems sold and a network of over 1,100 specialist partners, SENEC is one of Europe\u2019s leading providers of innovative energy and storage solutions for single-family homes. Its product portfolio includes energy storage systems, solar modules, a virtual electricity account, and electric vehicle charging stations. Since 2018, SENEC has been a wholly owned subsidiary of EnBW Energie Baden-W\u00fcrttemberg AG and employs over 450 people at locations in Germany, Italy, and Australia.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2aa706 elementor-widget elementor-widget-button\" data-id=\"e2aa706\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/senec.com\/de\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">About SENEC GmbH<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-980cedf e-flex e-con-boxed e-con e-parent\" data-id=\"980cedf\" data-element_type=\"container\" data-e-type=\"container\" id=\"Projektinhalte\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-61a2766 e-con-full e-flex e-con e-child\" data-id=\"61a2766\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-924ee58 e-con-full e-flex e-con e-child\" data-id=\"924ee58\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d41cad elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5d41cad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-856db6d last-word-accent elementor-widget elementor-widget-heading\" data-id=\"856db6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI-Based Maintenance System for Energy Storage Systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b83e7b3 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"b83e7b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Project Success Story<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e411e18 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"e411e18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A neural network, trained on real-world data from more than 75,000 energy storage systems, identifies devices in the field that require maintenance before they fail. The project also included the handover of infrastructure to SENEC.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc93fc5 e-con-full e-flex e-con e-child\" data-id=\"cc93fc5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aba7884 elementor-widget elementor-widget-button\" data-id=\"aba7884\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjYxNTIiLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request a Success Story<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f49adb e-con-full e-flex e-con e-child\" data-id=\"0f49adb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-414fcdb elementor-widget elementor-widget-image\" data-id=\"414fcdb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"724\" height=\"1024\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer-724x1024.jpg\" class=\"attachment-large size-large wp-image-5129\" alt=\"SENEC Maintenance System Success Story Cover\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer-724x1024.jpg 724w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer-212x300.jpg 212w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer-768x1086.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer-8x12.jpg 8w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/2026_Success-Story-Template_SENEC_KI-basiertes-Wartungssystem-fuer-Energiespeicher-Cocer.jpg 794w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2e8ed0 e-grid e-con-boxed e-con e-parent\" data-id=\"b2e8ed0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d5c04b0 e-con-full e-flex e-con e-child\" data-id=\"d5c04b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5cd5fe elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a5cd5fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5390a14 last-word-accent elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"5390a14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Areas of Collaboration: <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92d2a47 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"92d2a47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Project Objectives<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a015c7a elementor-widget elementor-widget-text-editor\" data-id=\"a015c7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The goal was to detect energy storage systems in the field that require maintenance at an early stage\u2014before a failure occurs. Reactive maintenance following a failure was to be replaced by data-driven, proactive diagnostics that scale reliably as the number of devices grows.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d81170c e-con-full e-flex e-con e-child\" data-id=\"d81170c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e03bd79 elementor-widget elementor-widget-image\" data-id=\"e03bd79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"605\" height=\"451\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/header_senec-1.jpg\" class=\"attachment-large size-large wp-image-3574\" alt=\"SENEC Online Store Interface\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/header_senec-1.jpg 605w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/header_senec-1-300x224.jpg 300w\" sizes=\"(max-width: 605px) 100vw, 605px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-622faf3 e-con-full e-flex e-con e-child\" data-id=\"622faf3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6ef4f1a e-con-full e-flex e-con e-child\" data-id=\"6ef4f1a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b13bd33 e-con-full e-flex e-con e-child\" data-id=\"b13bd33\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-918e8d8 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"918e8d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-6469\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-300x214.webp\" alt=\"Arrow Icon\" width=\"300\" height=\"214\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-300x214.webp 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-1024x729.webp 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-768x547.webp 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-18x12.webp 18w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow.webp 1486w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-48a5bee e-con-full e-flex e-con e-child\" data-id=\"48a5bee\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79cfb72 elementor-widget elementor-widget-heading\" data-id=\"79cfb72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Key Factors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc357b elementor-widget__width-initial liste-ref elementor-widget elementor-widget-text-editor\" data-id=\"dbc357b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Early detection of equipment requiring maintenance before it fails<\/li><li>Training using historical real-world data from the entire storage portfolio<\/li><li>Reliable Anomaly Detection in Live Operations<\/li><li>Scalability as the number of devices grows<\/li><li>Robust data pipeline for large volumes of data<\/li><li>Full handover of infrastructure for independent operation at SENEC<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d165f75 e-con-full e-flex e-con e-child\" data-id=\"d165f75\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3030e4a e-con-full e-flex e-con e-child\" data-id=\"3030e4a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b059ce6 e-con-full e-flex e-con e-child\" data-id=\"b059ce6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b64e79 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8b64e79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-6469\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-300x214.webp\" alt=\"Arrow Icon\" width=\"300\" height=\"214\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-300x214.webp 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-1024x729.webp 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-768x547.webp 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow-18x12.webp 18w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/09\/Icon-Arrow.webp 1486w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f56244 e-con-full e-flex e-con e-child\" data-id=\"0f56244\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36171bc elementor-widget elementor-widget-heading\" data-id=\"36171bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Implementation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07c0b73 elementor-widget__width-initial liste-ref elementor-widget elementor-widget-text-editor\" data-id=\"07c0b73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Building structured time series from historical operational data as a basis for model training<\/li><li>Development and Training of an Artificial Neural Network Using Python and TensorFlow Based on Real-World Data<\/li><li>Implementing a High-Performance Data Pipeline with PostgreSQL for Importing Large Volumes of Data<\/li><li>Validation, testing, and deployment of the model into live operation \u2014 including full handover of the infrastructure to SENEC<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b9dff7 e-flex e-con-boxed e-con e-parent\" data-id=\"0b9dff7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6bdf526 e-con-full e-flex e-con e-child\" data-id=\"6bdf526\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bbf2c3 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3bbf2c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u201eIT Sonix is the perfect partner for us when it comes to implementing our projects. We value their high level of expertise, as well as their flexibility and ability to quickly and efficiently find and implement solutions for our complex requirements. With IT Sonix\u2019s support, we were able to successfully complete key projects and achieve our goals for 2020\/2021.\u201c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7db29ea e-con-full e-flex e-con e-child\" data-id=\"7db29ea\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28fa50e elementor-widget elementor-widget-text-editor\" data-id=\"28fa50e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Dr. Patrick Oesterling<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-050512b elementor-widget elementor-widget-text-editor\" data-id=\"050512b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Project Manager<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-386c574 e-flex e-con-boxed e-con e-parent\" data-id=\"386c574\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bc0398c e-grid e-con-full e-con e-child\" data-id=\"bc0398c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e2aa636 e-con-full e-flex e-con e-child\" data-id=\"e2aa636\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b61b3f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0b61b3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-616322e last-word-accent elementor-widget elementor-widget-heading\" data-id=\"616322e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Predictive Maintenance Features<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54c4dfe elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"54c4dfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">KNN model development, time series analysis, anomaly detection, live operations, and much more.<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ba5d78 e-con-full grid-box e-flex e-con e-child\" data-id=\"4ba5d78\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<a class=\"elementor-element elementor-element-dfd5ea0 e-con-full e-flex e-con e-child\" data-id=\"dfd5ea0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ee3a39 grid-box-title elementor-widget elementor-widget-heading\" data-id=\"4ee3a39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">KNN Model Development<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0e9a70 e-con-full grid-box e-flex e-con e-child\" data-id=\"e0e9a70\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<a class=\"elementor-element elementor-element-0f1b565 e-con-full e-flex e-con e-child\" data-id=\"0f1b565\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-adaa27a grid-box-title elementor-widget elementor-widget-heading\" data-id=\"adaa27a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Anomaly Detection<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af32c11 e-con-full grid-box e-flex e-con e-child\" data-id=\"af32c11\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<a class=\"elementor-element elementor-element-bef2c1c e-con-full e-flex e-con e-child\" data-id=\"bef2c1c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82a57bd grid-box-title elementor-widget elementor-widget-heading\" data-id=\"82a57bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Time Series Analysis<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0a7364b e-con-full grid-box e-flex e-con e-child\" data-id=\"0a7364b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<a class=\"elementor-element elementor-element-721745f e-con-full e-flex e-con e-child\" data-id=\"721745f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0d3a9cc grid-box-title elementor-widget elementor-widget-heading\" data-id=\"0d3a9cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Live Operation &amp; Validation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f70c4b3 e-flex e-con-boxed e-con e-parent\" data-id=\"f70c4b3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8c2e350 e-con-full e-flex e-con e-child\" data-id=\"8c2e350\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f837c6a e-con-full e-flex e-con e-child\" data-id=\"f837c6a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e862954 elementor-widget elementor-widget-image\" data-id=\"e862954\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-1024x512.jpg\" class=\"attachment-large size-large wp-image-5132\" alt=\"Maintenance Interfaces for PCs and Laptops\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-1024x512.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-300x150.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-768x384.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-1536x768.jpg 1536w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1-18x9.jpg 18w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose02-1.jpg 2000w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59dc144 e-con-full schatten e-flex e-con e-child\" data-id=\"59dc144\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-962f980 e-con-full e-flex e-con e-child\" data-id=\"962f980\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6290fbe elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6290fbe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be6cca9 last-word-accent elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"be6cca9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Results of the Collaboration<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e75881d elementor-widget elementor-widget-text-editor\" data-id=\"e75881d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The predictive maintenance system is now in live operation and reliably identifies storage units in need of maintenance\u2014before a failure occurs. Service teams can plan interventions proactively rather than reacting after the fact, which directly translates into reduced costs and higher customer satisfaction. SENEC now has a complete infrastructure consisting of a data pipeline, a training environment, and a KNN model\u2014which it can operate independently and scale to accommodate new generations of storage devices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6352f4 elementor-widget elementor-widget-button\" data-id=\"f6352f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#Kontaktanfrage\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Schedule a Free Consultation<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eef46ba e-con-full e-flex e-con e-parent\" data-id=\"eef46ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a9d70d5 elementor-widget elementor-widget-template\" data-id=\"a9d70d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"5143\" class=\"elementor elementor-5143\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ac3d49f e-grid e-con-boxed e-con e-parent\" data-id=\"1ac3d49f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e456aed e-con-full e-flex e-con e-child\" data-id=\"e456aed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20b8d141 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"20b8d141\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1321618f last-word-accent elementor-widget elementor-widget-heading\" data-id=\"1321618f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Additional Industry References<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d5ee017 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"7d5ee017\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Learn more about our expertise and services in predictive maintenance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76af2a5d elementor-widget elementor-widget-button\" data-id=\"76af2a5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/en\/services\/predictive-maintenance\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">More About Predictive Maintenance<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-37df2b40 e-con-full e-flex e-con e-child\" data-id=\"37df2b40\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-293b242c e-con-full e-flex e-con e-child\" data-id=\"293b242c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a349842 elementor-widget elementor-widget-image\" data-id=\"1a349842\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-1024x512.jpg\" class=\"attachment-large size-large wp-image-5124\" alt=\"Predictive Maintenance System with Sensor for Assembly Lines\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-1024x512.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-300x150.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-768x384.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-1536x768.jpg 1536w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01-18x9.jpg 18w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/produktdetails_wartungsprognose01.jpg 2000w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d337f43 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"5d337f43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Predictive Maintenance for Industrial Belts<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-135c4e8 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"135c4e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Automated Forecasting for Assembly Lines Using Data Science \u2026<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b32896c elementor-widget elementor-widget-button\" data-id=\"1b32896c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/en\/services\/predictive-maintenance\/predictive-maintenance-for-industrial-belts\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7187ce2 e-con-full e-flex e-con e-child\" data-id=\"7187ce2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-28764eae e-con-full e-flex e-con e-child\" data-id=\"28764eae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74d3abf2 elementor-widget elementor-widget-image\" data-id=\"74d3abf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1024x640.jpg\" class=\"attachment-large size-large wp-image-5130\" alt=\"Sketch of a House with Energy Storage, AI, and PV Systems on the Roof\" srcset=\"https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1024x640.jpg 1024w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-300x187.jpg 300w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-768x480.jpg 768w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-1536x960.jpg 1536w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-2048x1280.jpg 2048w, https:\/\/itsonix.eu\/wp-content\/uploads\/2026\/08\/ki-gesteuertes-predictive-maintenance-system-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69a215c6 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"69a215c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI-Driven Predictive Maintenance for Energy Storage Systems<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e5f73a5 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"3e5f73a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI-powered failure prediction for energy storage systems in the field \u2014 developed, trained, and deployed in live operations. \u2026<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3feb119d elementor-widget elementor-widget-button\" data-id=\"3feb119d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/en\/services\/predictive-maintenance\/ai-driven-predictive-maintenance-for-energy-storage-systems\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36c4050 e-con-full e-flex e-con e-parent\" data-id=\"36c4050\" data-element_type=\"container\" data-e-type=\"container\" id=\"Kontaktanfrage\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b1b0b2 elementor-widget elementor-widget-template\" data-id=\"2b1b0b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"2673\" class=\"elementor elementor-2673\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eaf32a1 e-flex e-con-boxed e-con e-parent\" data-id=\"eaf32a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-45b81e3a e-con-full e-flex e-con e-child\" data-id=\"45b81e3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c098e55 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7c098e55\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37d50adc last-word-accent elementor-widget elementor-widget-heading\" data-id=\"37d50adc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get Started on Your Project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e84a512 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e84a512\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Contact 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Projektinhalte zum Download Unsere Arbeit Wer Stromspeicher im Feld betreibt, steht vor einem klassischen Problem: Ausf\u00e4lle k\u00fcndigen sich selten fr\u00fch genug an, klassische Wartungsintervalle skalieren nicht mit wachsendem Ger\u00e4tebestand. Gemeinsam mit SENEC haben wir [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":5130,"parent":2422,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"branche":[10,32],"kernkompetenz":[13,16],"class_list":["post-2424","page","type-page","status-publish","has-post-thumbnail","hentry","branche-energiesektor","branche-predictive-maintenance","kernkompetenz-softwareentwicklung","kernkompetenz-kuenstliche-intelligenz"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>KI getriebene Predictive Maintenance f\u00fcr Stromspeicher | IT Sonix - Ihr Partner f\u00fcr individuelle Softwarel\u00f6sungen<\/title>\n<meta name=\"description\" content=\"KI getriebene Predictive Maintenance f\u00fcr Stromspeicher: KI-Wartungssysteme f\u00fcr Strompeicher, die Ausf\u00e4lle bei 75.000+ Speichern fr\u00fchzeitig erkennen.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itsonix.eu\/en\/services\/predictive-maintenance\/ai-driven-predictive-maintenance-for-energy-storage-systems\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"KI getriebene Predictive Maintenance f\u00fcr Stromspeicher | IT Sonix - 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