{"id":9158,"date":"2021-11-04T12:59:41","date_gmt":"2021-11-04T12:59:41","guid":{"rendered":"https:\/\/direc.dk\/edge-based-ai-systems-for-predictive-maintenance-2\/"},"modified":"2025-10-20T12:53:55","modified_gmt":"2025-10-20T12:53:55","slug":"edge-based-ai-systems-for-predictive-maintenance-2","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/edge-based-ai-systems-for-predictive-maintenance-2\/","title":{"rendered":"Edge-based AI Systems for Predictive Maintenance"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9158\" class=\"elementor elementor-9158 elementor-8555\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-42a378f2 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-full_width elementor-section-height-default\" data-id=\"42a378f2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;triangle&quot;,&quot;shape_divider_bottom_negative&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"true\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500.2,94.7L0,0v100h1000V0L500.2,94.7z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6c51258f\" data-id=\"6c51258f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-47294796 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"47294796\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2006ca1\" data-id=\"2006ca1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e356aa4 elementor-widget elementor-widget-heading\" data-id=\"5e356aa4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DIREC- projekt<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-483becc9 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"483becc9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Edge-based AI systems for predictive maintenance<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1474baed\" data-id=\"1474baed\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7550bcd1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7550bcd1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1879de90\" data-id=\"1879de90\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-12d6353a elementor-widget elementor-widget-heading\" data-id=\"12d6353a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Resum\u00e9<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-49ac6bd6\" data-id=\"49ac6bd6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5d0a498f elementor-widget elementor-widget-text-editor\" data-id=\"5d0a498f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Nedetid p\u00e5 udstyr er dyrt og en kilde til sikkerhedsm\u00e6ssige og juridiske udfordringer. I dag anvender organisationer en konservativ plan for forebyggende vedligehold, som er uafh\u00e6ngig af udstyrets tilstand. Dette resulterer i un\u00f8dvendige omkostninger til service og lejlighedsvise afbrydelser af produktionen p\u00e5 grund af uventede fejl.<\/p>\n<p>Derfor er det afg\u00f8rende inden for mange omr\u00e5der at g\u00e5 fra almindelig vedligehold til forebyggende vedligehold. Rapporten &#8216;An AI Nation: Harnessing the Opportunity of Artificial Intelligence in Denmark&#8217; ansl\u00e5r, at man ved anvendelse af forebyggende vedligehold vha. kunstig intellignes potentielt kan betyde en besparelse i den private sektor i Danmark p\u00e5 14-19 milliarder.<\/p>\n<p>I samarbejde med virksomhedspartnere sigter dette projekt mod at n\u00e5 frem til, hvordan AI og datadrevne metoder kan l\u00f8se problemet, s\u00e5 virksomheder f\u00e5r mindst muligt spildtid, n\u00e5r deres produktion st\u00e5r stille.<\/p>\n<p><strong>Projektperiode:<\/strong> 2020-2024<br \/><strong>Budget:<\/strong> 12,24 millioner kr<\/p>\n<p><strong>Projektleder<\/strong><\/p>\n<ul>\n<li>Professor Mikkel Baun Kj\u00e6rgaard<\/li>\n<li>Maersk Mc-Kinney Moller Institute, SDU<\/li>\n<li>mbkj@mmmi.sdu.dk<\/li>\n<\/ul>\n\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-2f835faf elementor-widget elementor-widget-toggle\" data-id=\"2f835faf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-7971\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-7971\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Mere om projektet (p\u00e5 engelsk)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-7971\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-7971\"><p>The research aim of the project is methods and tools that enable industry to develop new solutions with accurate AI-based maintenance predictions on edge-based software platforms.<\/p>\n<p>The resulting applications must be deployed to collect and process large amounts of data locally. This data feeds high accuracy predictive models deployed at the edge, adapted to changing local conditions, and maintained with minimum intervention from operators.<\/p>\n<p>These models should cover abstractions allowing the understanding of relevant dependencies in the data. The key research problem is to devise architectures and solutions that scale to the entire fleets of equipment with accurate AI predictions.<\/p>\n<p>This also requires that resources in terms of processing power, storage and communication, are optimised in order to obtain low-power and real-time performance, leading to a resource efficiency vs prediction accuracy trade-off. The project will establish a bridge to enable Danish companies to develop and use AI-based predictive maintenance within several domains.<\/p>\n<p><strong>Scientific value<\/strong><\/p>\n<p>The scientific value of the project is new methods and tools and associated knowledge of their performance and properties in field tests. These are important contributions to provide excellent knowledge to Danish companies and education programs within AI and IoT.<\/p>\n<p><strong>Capacity building<\/strong><\/p>\n<p>For capacity building the value of the project is to educate 3 PhD students (including 1 Industrial PhD) and 1 Post Doc in close collaboration with industry. The open source availability of general project outcomes and industry collaboration enable several exploitation paths. In addition, for the master-level the projects will offer an industry program to 15 students at 3 universities.<\/p>\n<p><strong>Business and societal value<\/strong><\/p>\n<p>The business and societal value is on a national level estimated to a 14-19 billion potential for the Danish private sector. In the project we target both the medical, robotic, industrial and energy sectors. These are Danish frontrunners in adopting the technology and creating inspiration for wider adoption by the Danish private sector. For the public sector enabling equipment with higher operation efficiency will positively impact the efficiency of the sector.<\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-250bba8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"250bba8e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-13282cb9\" data-id=\"13282cb9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b210dfe elementor-widget elementor-widget-heading\" data-id=\"7b210dfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">V\u00e6rdi<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-59ce8459\" data-id=\"59ce8459\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-55c24315 elementor-widget elementor-widget-text-editor\" data-id=\"55c24315\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Det ansl\u00e5s at man ved at g\u00f8re brug af predictive maintenance vha. kunstig intelligens kan opn\u00e5 en potentiel besparelse p\u00e5 14-19 millarder i den private sektor i Danmark.<\/p>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2243414f elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"2243414f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-73176297\" data-id=\"73176297\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64cbbea5 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"64cbbea5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Insights<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-35ad769a elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35ad769a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3a3959e7\" data-id=\"3a3959e7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fe1b9ba elementor-widget__width-initial elementor-widget elementor-widget-eael-post-list\" data-id=\"fe1b9ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-post-list-container default layout-default\"><div class=\"eael-post-list-wrap\"><div class=\"eael-post-list-posts-wrap eael-post-appender eael-post-appender-fe1b9ba\"><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/dansk-forsker-former-fremtidens-maskinlaering-paa-harvard\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2024\/09\/TinyML_news.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/dansk-forsker-former-fremtidens-maskinlaering-paa-harvard\/\" >Dansk forsker former fremtidens maskinl\u00e6ring p\u00e5 Harvard<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 23. september 2024<\/span><\/div><\/div><\/div><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/kloge-robotter-skal-forhindre-produktionsnedbrud-for-milliarder\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2022\/12\/Kloge-robotter-skal-forhindre-produktionsnedbrud-1024x576.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/kloge-robotter-skal-forhindre-produktionsnedbrud-for-milliarder\/\" >Kloge robotter skal forhindre produktionsnedbrud for milliarder<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 20. december 2022<\/span><\/div><\/div><\/div><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/bredt-universitetssamarbejde-kunstig-intelligens-skal-forudsige-programmeringen-af-robotter-hos-universal-robots\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/05\/Universal-Robots-copy-1024x585.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/bredt-universitetssamarbejde-kunstig-intelligens-skal-forudsige-programmeringen-af-robotter-hos-universal-robots\/\" >Bredt universitetssamarbejde: Kunstig intelligens skal forudsige programmeringen af robotter hos Universal Robots<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 11. maj 2021<\/span><\/div><\/div><\/div><\/div><\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-26bd5d75\" data-id=\"26bd5d75\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-72b69b69 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"72b69b69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68c135d\" data-id=\"68c135d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9be1c7f animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9be1c7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Partnere<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-3949f69 elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3949f69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-cdfd2ee\" data-id=\"cdfd2ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3bd71bd elementor-widget 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elementor-widget elementor-widget-image\" data-id=\"caf784c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"89\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-1024x114.png\" class=\"attachment-large size-large wp-image-5995\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-1024x114.png 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-300x33.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-768x86.png 768w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-1536x171.png 1536w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-1200x134.png 1200w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK-1980x221.png 1980w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/ITU_logo_DK.png 2002w\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Nedetid p\u00e5 udstyr er dyrt og en kilde til sikkerhedsm\u00e6ssige og juridiske udfordringer. I dag anvender organisationer en konservativ plan for forebyggende vedligehold, som er uafh\u00e6ngig af udstyrets tilstand. Dette resulterer i un\u00f8dvendige omkostninger til service og lejlighedsvise afbrydelser af produktionen p\u00e5 grund af uventede fejl.<\/p>\n","protected":false},"author":3,"featured_media":25235,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[211,32,218],"tags":[65,67],"class_list":["post-9158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-bridge-projekt","category-projekt","tag-ws2-da","tag-ws6-da"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Edge-based AI Systems for Predictive Maintenance - DIREC<\/title>\n<meta name=\"description\" content=\"Downtime of equipment is costly and a source of safety, security and legal issues. 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