{"id":10986,"date":"2021-12-13T08:44:03","date_gmt":"2021-12-13T08:44:03","guid":{"rendered":"https:\/\/direc.dk\/?p=10986"},"modified":"2024-12-16T11:02:31","modified_gmt":"2024-12-16T11:02:31","slug":"industri-og-forskere-skal-flytte-ai-fra-skyen-og-ud-til-iot-enhederne","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/industri-og-forskere-skal-flytte-ai-fra-skyen-og-ud-til-iot-enhederne\/","title":{"rendered":"Industri og forskere skal flytte AI fra skyen og ud til IoT-enhederne"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"10986\" class=\"elementor elementor-10986 elementor-10962\" 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-62cad2e5 elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-height-default\" data-id=\"62cad2e5\" 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-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-71ea31e5\" data-id=\"71ea31e5\" 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\t<div class=\"elementor-element elementor-element-587468a4 elementor-invisible elementor-widget elementor-widget-button\" data-id=\"587468a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:&quot;200&quot;,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\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\">Til nyheder<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-443f8f0 elementor-widget elementor-widget-text-editor\" data-id=\"443f8f0\" 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>13. december 2021<\/p>\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-de5bc3e animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"de5bc3e\" 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\">Industri og forskere skal flytte AI fra skyen og ud til IoT-enhederne<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a57d86 elementor-widget elementor-widget-text-editor\" data-id=\"2a57d86\" 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>I nyt DIREC-projekt samarbejder computer science-forskere med industrien om at udvikle kunstig intelligens, s\u00e5 sensorer og devices kan klare flere ting selv lokalt.<\/p>\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-c28a893 elementor-widget elementor-widget-text-editor\" data-id=\"c28a893\" 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>Foto: Kaare Smith, DTU<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7cdcc088\" data-id=\"7cdcc088\" 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\t<div class=\"elementor-element elementor-element-64bb9577 elementor-widget elementor-widget-spacer\" data-id=\"64bb9577\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\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<\/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-5d33588 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d33588\" 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-top-column elementor-element elementor-element-8b277d2\" data-id=\"8b277d2\" 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-b07f8f1 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"b07f8f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" 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>Digitalisering af samfundet er \u00e9n af foruds\u00e6tningerne for at n\u00e5 klimam\u00e5ls\u00e6tningen om 70 procents CO2-reduktion i 2030. Og der vil sm\u00e5 sensorer (IoT-enheder) installeret i f.eks. bygninger, varmesystemer og renseanl\u00e6g spille en vigtige rolle til styring af energiforbrug, varme, indeklima osv.<\/p>\n<p>I et nyt projekt <a href=\"https:\/\/direc.dk\/da\/embedded-ai\/\">Embedded AI<\/a> \u2013 st\u00f8ttet af det nationale forskningscenter DIREC \u2013 vil forskere sammen med industrien unders\u00f8ge, hvordan man kan udvikle AI (kunstig intelligens), der kan implementeres i IoT-enheder, s\u00e5 de kan mere selv. I dag er sensorer nemlig afh\u00e6ngige af AI-algoritmer p\u00e5 cloud-platforme eller decentrale netv\u00e6rk (Edge Computing), hvor data og kommando sendes via internet \/ tr\u00e5dl\u00f8se netv\u00e6rk.<\/p>\n<p>\u201dDet er helt \u00e5benlyst, at man ikke vil kunne det samme som med skyen og edge, men det vil koste mindre, bruge mindre energi og kunne reagere hurtigere. Det vil ogs\u00e5 \u00f8ge sikkerheden og privacy, fordi man kan holde data, der hvor de opsamles. S\u00e5 der er mange fordele ved embedded AI, siger projektleder Jan Madsen, der er professor, sektionsleder og vicedirekt\u00f8r p\u00e5 DTU Compute.<\/p>\n<p>I projektet samarbejder DTU, Aarhus Universitet, K\u00f8benhavns Universitet og CBS med pumpeproducenten Grundfos Holding, motor- og maskinproducenten MAN Energy Solution, vinduesproducenten VELUX og teknologivirksomheden Indesmatech.<\/p>\n<p><strong>Flytte AI fra store platforme til sm\u00e5<\/strong><\/p>\n<p>l l\u00f8bet af projektets tre \u00e5r vil partnerne arbejde med konkrete problemstillinger hos de fire industripartnere. De er st\u00e6rke repr\u00e6sentanter for virksomheder, der vil kunne styrke konkurrenceevnen ved at kende de rigtige v\u00e6rkt\u00f8jer og platforme til at udnytte embedded AI (eAI) i deres produkter.<\/p>\n<p>I projektet vil man unders\u00f8ge selve processen med at komme fra store platforme til sm\u00e5, udforske egnede tool-platforme, tjekke hvilke muligheder nye typer chip giver for embedded AI og kortl\u00e6gge, hvordan embedded AI vil kunne \u00e6ndre forretningsmodellerne for virksomheder.<\/p>\n<p>\u201dRen forskningsm\u00e6ssigt sker der meget inden for embedded AI. Forskellen fra det og vores projekt er, at vi samarbejder t\u00e6t med virksomhederne og tager udgangspunkt i deres problemstillinger og deres visioner for, hvor de gerne vil hen med embedded AI. Vi vil finde noget specifikt for hver case, men vi f\u00e5r ogs\u00e5 identificeret det, der er generisk og g\u00e6lder p\u00e5 tv\u00e6rs af virksomhederne,\u201d siger Jan Madsen.<\/p>\n<p><strong>Grundfos oplever et vidensgab\u2028<\/strong><br \/>\nIdeen til DIREC-projektet er kommet gennem netv\u00e6rksm\u00f8der, hvor forskningsinstitutioner og industri snakker om fremtidige kompetencer og teknologibehov. Her har Thorkild Kvisgaard, Head of Electronics, Director Technology Innovation hos Grundfos, siddet med ved bordet.<\/p>\n<p>Han fort\u00e6ller, at virksomheden ser et klart behov for at kunne flytte noget af den kunstige intelligens fra de store platforme, som k\u00f8rer p\u00e5 mainframe computere osv., ned og k\u00f8re i mere embedded devices (AIoT), selvom det bliver meget ressourcebegr\u00e6nsede platforme at arbejde p\u00e5. For man kan spare energi, og man undg\u00e5r at skulle sende data over internettet og v\u00e6re afh\u00e6ngig af internettet og cloudl\u00f8sninger, der k\u00f8rer uden for ens egen kontrol.<\/p>\n<p>\u201dDet vil naturligvis vise sig, at man ikke kan lave helt s\u00e5 meget p\u00e5 platforme med begr\u00e6nsede ressourcer, men de gr\u00e6nser kender vi ikke i dag. Og m\u00e5ske kan vi lave meget mere, end vi tror. Hvis vi arbejder med noget, der ikke er tidskritisk, kan det godt v\u00e6re, at embedded AI har tid til at bruge flere minutter p\u00e5 at regne noget ud, hvis det er en proces, der er langsom og kompleks,\u201d siger Thorkild Kvisgaard.<\/p>\n<p>\u201dVi har i Grundfos selv eksperimenteret med teknologien, men vi oplever et gab mellem det, som data science-eksperter arbejder med p\u00e5 store cloud-platforme, og det som IoT-programm\u00f8rer arbejder med. S\u00e5 vi h\u00e5ber, at projektet ogs\u00e5 vil skabe bedre forst\u00e5else for hinandens arbejdsomr\u00e5der.\u201d<\/p>\n<p><strong>Chip bliver afg\u00f8rende\u2028<\/strong><\/p>\n<p>Industripartneren Indesmatech agerer b\u00e5de lokalkontor for chipproducenter, faciliterer forskellige udviklingsprojekter med ny teknologi og hj\u00e6lper virksomheder med at udvikle teknologi, som de ikke selv kan l\u00f8se.<\/p>\n<p>Virksomheden gl\u00e6der sig til at f\u00e5 klarlagt mulighederne, n\u00e5r man arbejder med Embedded AI-algoritmer, forklarer co-founder af Indesmatech Rune Domsten:<\/p>\n<p>\u201dDet, der er interessant ved projektet Embedded AI ud over den software, man bruger til AI, er at f\u00e5 unders\u00f8gt, hvilke chips og hardwareplatforme man skal eksekvere p\u00e5 og bruge i de forskellige situationer. Fordi batteriforbruget i sensorer bliver virkelig afh\u00e6ngig af, hvilke chips man anvender, og det kan v\u00e6re et sp\u00f8rgsm\u00e5l, om batteriet holder i f.eks. fem eller ti \u00e5r.\u201d<\/p>\n<p>Selv om industripartnerne i DIREC-projektet som store virksomheder allerede er i gang med AI, vil projektet ogs\u00e5 kunne f\u00e5 stor betydning for is\u00e6r sm\u00e5 virksomheder, der halter bagefter med kunstig intelligent, mener projektleder Jan Madsen:<\/p>\n<p>\u201dMens det m\u00e5ske forskningsm\u00e6ssigt kan virke ret uinteressant at udvikle sm\u00e5 AI-algoritmer, er der faktisk store forskningsm\u00e6ssige udfordringer i at udvikle effektive arkitekturer og metoder, der kan bruges i mindre og ressourcebegr\u00e6nsede sensorer\/IoT-enheder. Det kan desuden v\u00e6re d\u00e9t, der f\u00e5r en lille virksomhed i gang med at bruge AI til komplekse opgaver og processer.\u201d<\/p>\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-8b49631 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8b49631\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\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<div class=\"elementor-element elementor-element-66cf655 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"66cf655\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" 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<h5>Om DIREC &#8211; Digital Research Centre Denmark<\/h5>\n<p>Det nationale forskningscenter DIREC skal s\u00e6tte Danmark i front med de nyeste digitale teknologier gennem digital forskning i verdensklasse. For at tilfredsstille det store behov for h\u00f8jtuddannede it-specialister hj\u00e6lper DIREC derudover med at udbygge kapaciteten inden for b\u00e5de forskning og uddannelse af dataloger. Centeret har et samlet budget p\u00e5 275 millioner og er st\u00f8ttet af Innovationsfonden med 100 millioner. Partnerkredsen bag er et unikt samarbejde p\u00e5 tv\u00e6rs af de datalogiske institutter p\u00e5 landets otte universiteter og Alexandra Instituttet.<\/p>\n<p>Centerets aktiviteter sker p\u00e5 baggrund af samfundsm\u00e6ssige behov, hvor forskning l\u00f8bende oms\u00e6ttes til v\u00e6rdiskabende l\u00f8sninger i samarbejde med erhvervslivet og den offentlige sektor. Projekterne g\u00e5r p\u00e5 tv\u00e6rs af brancher og omhandler bl.a. kunstig intelligens, Internet of Things, algoritmer og cybersikkerhed.<\/p>\n<p>L\u00e6s mere p\u00e5 <a href=\"http:\/\/www.direc.dk\">direc.dk<\/a><\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-586d2d8\" data-id=\"586d2d8\" 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\t<div class=\"elementor-element elementor-element-d297826 elementor-widget elementor-widget-text-editor\" data-id=\"d297826\" 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>\n<p>Partnere i Embedded AI:<\/p>\n<ul>\n<li>DTU<\/li>\n<li>Aarhus Universitet<\/li>\n<li>K\u00f8benhavns Universitet<\/li>\n<li>CBS<\/li>\n<li>Grundfos Holding A\/S<\/li>\n<li>MAN Energy Solution<\/li>\n<li>Indesmatech<\/li>\n<li>VELUX<\/li>\n<\/ul>\n<p><strong>Kontakt<\/strong> <br \/>Jan Madsen<br \/>DTU Compute<br \/>DTU<br \/>jama@dtu.dk<\/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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p><b>13. december 2021<\/b><br \/>\nI nyt DIREC-projekt samarbejder computer science-forskere med industrien om at udvikle kunstig intelligens, s\u00e5 sensorer og devices kan klare flere ting selv lokalt.<\/p>\n","protected":false},"author":3,"featured_media":11019,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[31],"tags":[89,107,63],"class_list":["post-10986","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nyheder","tag-impact-story-da","tag-p19-da","tag-ws2"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - 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