{"id":8235416,"date":"2026-10-24T17:31:21","date_gmt":"2026-10-24T17:31:21","guid":{"rendered":"https:\/\/scn.eu\/?post_type=scn_guide&#038;p=8235416"},"modified":"2026-10-24T17:31:22","modified_gmt":"2026-10-24T17:31:22","slug":"edge-computing-ai","status":"publish","type":"scn_guide","link":"https:\/\/scn.eu\/da\/guider\/edge-computing-ai\/","title":{"rendered":"Edge computing og AI \u2013 s\u00e5dan v\u00e6lger du industri-PC"},"content":{"rendered":"<div class=\"scn-guide\">\n<h1>Edge computing og AI \u2013 s\u00e5dan v\u00e6lger du industri-PC<\/h1>\n<p class=\"g-lead\">Kameraer og sensorer leverer mere data, end der kan sendes til skyen i realtid. Her gennemg\u00e5r vi, hvorn\u00e5r det betaler sig at analysere data direkte ved maskinen, og hvordan du v\u00e6lger den rigtige computer til AI.<\/p>\n<div class=\"g-short\"><b class=\"t\">Kort svar<\/b><\/p>\n<ul>\n<li><b>Edge computing<\/b> \u2013 data behandles i en computer ved maskinen i stedet for i skyen. Det giver kort svartid, mindre datatrafik og drift uden internet.<\/li>\n<li><b>AI-inferens<\/b> \u2013 en f\u00e6rdigtr\u00e6net model k\u00f8res lokalt, for eksempel til machine vision og kvalitetskontrol.<\/li>\n<li><b>Regnekraft<\/b> \u2013 en processor med integreret GPU eller NPU er nok til nogle f\u00e5 kameraer. Flere kameraer og tungere modeller kr\u00e6ver NVIDIA Jetson eller et grafikkort.<\/li>\n<li><b>TOPS<\/b> \u2013 et groft m\u00e5l. M\u00e5l hellere, hvor mange billeder i sekundet din egen model klarer.<\/li>\n<li><b>Software<\/b> \u2013 v\u00e6lg framework, fjernadministration og livscyklus, f\u00f8r du v\u00e6lger hardware.<\/li>\n<\/ul>\n<\/div>\n<h2>Hvad er edge computing?<\/h2>\n<p>Edge computing betyder, at data behandles der, hvor de opst\u00e5r \u2013 i en computer ved maskinen, i k\u00f8ret\u00f8jet eller i et elskab ude i marken \u2013 i stedet for i et datacenter eller i skyen. Computeren ved kanten (edge) sender kun resultatet videre: en alarm, en m\u00e5lev\u00e6rdi eller et billede af det, der afveg.<\/p>\n<figure><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/scn-guide-edge-f1-da.webp\" alt=\"Edge computing: kameraer og sensorer sender data til en edge-computer ved maskinen, som tr\u00e6ffer beslutninger lokalt og kun sender resultater til skyen\" width=\"1520\" height=\"520\" loading=\"lazy\" decoding=\"async\"><figcaption>Edge computing: beslutningen tr\u00e6ffes ved maskinen, skyen bruges til statistik og tr\u00e6ning.<\/figcaption><\/figure>\n<ul>\n<li><b>Kort svartid<\/b> \u2013 beslutningen tr\u00e6ffes direkte ved maskinen, for eksempel n\u00e5r et defekt emne skal sorteres fra transportb\u00e5ndet.<\/li>\n<li><b>Mindre datatrafik<\/b> \u2013 ti kameraer over 4G bliver dyrt, men en alarm med et stillbillede fylder ikke meget.<\/li>\n<li><b>Drift uden forbindelse<\/b> \u2013 systemet virker ogs\u00e5 i en mine, p\u00e5 et skib eller i en tunnel.<\/li>\n<li><b>Databeskyttelse<\/b> \u2013 billeder af personer og f\u00f8lsomme produktionsdata beh\u00f8ver ikke at forlade anl\u00e6gget, hvilket g\u00f8r arbejdet med GDPR lettere.<\/li>\n<\/ul>\n<p>Skyen er ofte stadig n\u00f8dvendig. Den typiske opdeling er at tr\u00e6ne modellen p\u00e5 en kraftig server eller i skyen og k\u00f8re den lokalt.<\/p>\n<h2>Hvor bruges AI ved kanten?<\/h2>\n<ul>\n<li><b>Fabrik<\/b> \u2013 machine vision og kvalitetskontrol, der finder ridser, manglende komponenter og forkerte etiketter ved fuld linjehastighed, ogs\u00e5 hvor faste regler ikke sl\u00e5r til.<\/li>\n<li><b>Pr\u00e6diktiv vedligeholdelse<\/b> \u2013 analyse af vibration, str\u00f8m og temperatur, der advarer, f\u00f8r et leje g\u00e5r i stykker.<\/li>\n<li><b>Trafik og sikkerhed<\/b> \u2013 t\u00e6lle k\u00f8ret\u00f8jer, l\u00e6se nummerplader og opdage indtr\u00e6ngen ved koblingsstationer og tunneler.<\/li>\n<li><b>K\u00f8ret\u00f8jer, energi og sundhed<\/b> \u2013 kameraer rundt om mine- og skovmaskiner, inspektion af solcelleparker og billedanalyse ved ultralyd.<\/li>\n<\/ul>\n<h2>Hvor meget regnekraft har du brug for?<\/h2>\n<p>AI-modeller k\u00f8rer meget hurtigere p\u00e5 parallelle regneenheder som GPU og NPU (neural processing unit) end p\u00e5 en almindelig processorkerne.<\/p>\n<div class=\"g-tbl\">\n<table>\n<thead>\n<tr>\n<th>L\u00f8sning<\/th>\n<th>Egnet til<\/th>\n<th>V\u00e6r opm\u00e6rksom p\u00e5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"n\">Processor (CPU)<\/td>\n<td>Sensordata, enkle modeller<\/td>\n<td>R\u00e6kker sj\u00e6ldent til videoanalyse<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">Integreret GPU og NPU, f.eks. Intel Core Ultra<\/td>\n<td>Nogle f\u00e5 kameraer, objektdetektering<\/td>\n<td>Lavt effektforbrug, Windows eller Linux<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">NVIDIA Jetson<\/td>\n<td>Flere kameraer, k\u00f8ret\u00f8jer, robotter<\/td>\n<td>H\u00f8j ydelse pr. watt. K\u00f8rer Linux, ikke Windows<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">AI-accelerator p\u00e5 M.2- eller PCIe-kort<\/td>\n<td>AI i en eksisterende x86-computer<\/td>\n<td>Kontroll\u00e9r, at din model underst\u00f8ttes<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">Separat grafikkort, f.eks. NVIDIA RTX<\/td>\n<td>Mange kameraer, store modeller<\/td>\n<td>H\u00f8jt effektforbrug, bl\u00e6sere og PCIe-slot<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<figure><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/scn-guide-edge-f2-da.webp\" alt=\"Tre niveauer af regnekraft til AI: processor med integreret GPU eller NPU, NVIDIA Jetson og separat grafikkort\" width=\"1520\" height=\"544\" loading=\"lazy\" decoding=\"async\"><figcaption>Tre niveauer af regnekraft. Jo flere kameraer og st\u00f8rre modeller, desto mere effekt og k\u00f8ling.<\/figcaption><\/figure>\n<p>Jetson-modulerne findes i tre st\u00f8rrelser: Orin Nano, Orin NX og AGX Orin. NVIDIA angiver alt fra nogle f\u00e5 titals TOPS for Orin Nano til 275 TOPS for det st\u00f8rste AGX Orin-modul, med et effektforbrug p\u00e5 cirka 7 til 60 W.<\/p>\n<h2>Hvad betyder TOPS i praksis?<\/h2>\n<p>TOPS (tera operations per second) angiver, hvor mange billioner simple regneoperationer kredsen klarer i sekundet, oftest med 8-bit heltal (INT8). Det er en teoretisk maksimalv\u00e6rdi, og producenterne regner forskelligt. Nogle regner med sparsom beregning (sparsity), som kan fordoble tallet, og nogle l\u00e6gger CPU, GPU og NPU sammen.<\/p>\n<p>Det, der t\u00e6ller, er, hvor mange billeder i sekundet din model klarer ved den opl\u00f8sning, du har brug for, og med hvilken forsinkelse. Test derfor modellen med dine egne billeder p\u00e5 et udviklingskit eller en testcomputer, og l\u00e6g margin p\u00e5 til flere kameraer.<\/p>\n<p>Kvantisering, alts\u00e5 at regne modellen om fra 32-bit flydende tal til 8-bit heltal, giver ofte flere gange h\u00f8jere hastighed med et lille tab i pr\u00e6cision. NVIDIA TensorRT og Intel OpenVINO klarer det for dig.<\/p>\n<h2>Kameraer, PoE og k\u00f8ling<\/h2>\n<p>Mest udbredt er IP- eller GigE Vision-kameraer med PoE, hvor det samme kabel leverer b\u00e5de data og str\u00f8m. PoE efter IEEE 802.3af giver op til 15,4 W pr. port og PoE+ (802.3at) op til 30 W, men computerens samlede effektbudget kan v\u00e6re lavere end summen af portene. I k\u00f8ret\u00f8jer og robotter bruges ofte GMSL-kameraer med koaksialkabel og FAKRA-stik, som t\u00e5ler vibrationer.<\/p>\n<p>AI-beregninger udvikler varme. En bl\u00e6serl\u00f8s Jetson-computer k\u00f8les gennem kabinettet, mens en computer med et kraftigt grafikkort har brug for bl\u00e6sere og en stor str\u00f8mforsyning. Ved h\u00f8j temperatur s\u00e6nkes clockfrekvensen, og s\u00e5 falder antallet af billeder i sekundet. Test ved den h\u00f8jeste temperatur, computeren skal klare. Du kan l\u00e6se mere om bl\u00e6serl\u00f8s k\u00f8ling og str\u00f8mforsyning i vores guide om industri-PC&#8217;er.<\/p>\n<h2>Software, fjernadministration og livscyklus<\/h2>\n<p>V\u00e6lg softwareplatform f\u00f8r hardware. NVIDIA Jetson k\u00f8rer med JetPack, NVIDIA&#8217;s softwarepakke med Jetson Linux (baseret p\u00e5 Ubuntu), CUDA og TensorRT. Computere med Intel-processorer bruger ofte OpenVINO og kan k\u00f8re b\u00e5de Windows og Linux.<\/p>\n<p>Containere, for eksempel Docker, g\u00f8r det nemt at skifte model uden at r\u00f8re styresystemet. Med mange computere ude i marken er der brug for fjernadministration til opdateringer og overv\u00e5gning. Planl\u00e6g ogs\u00e5 sikkerheden: sikker opstart (secure boot), TPM og et segmenteret netv\u00e6rk efter IEC 62443.<\/p>\n<p>AI-hardware udvikler sig hurtigt, men en maskine s\u00e6lges i mange \u00e5r. NVIDIA oplyser, at Jetson Orin-modulerne er tilg\u00e6ngelige til januar 2032 og det industrielle AGX Orin-modul til juli 2033. Sp\u00f8rg ogs\u00e5, hvor l\u00e6nge netop din computermodel leveres.<\/p>\n<h2>Fem almindelige fejl<\/h2>\n<ol class=\"g-pit\">\n<li><b>Man v\u00e6lger efter TOPS.<\/b> Tallet siger ikke meget om, hvordan din model klarer sig. Test med dine egne billeder.<\/li>\n<li><b>Effektbudgettet til PoE r\u00e6kker ikke.<\/b> Kameraerne virker p\u00e5 skrivebordet, men genstarter, n\u00e5r IR-belysningen t\u00e6nder om natten.<\/li>\n<li><b>For f\u00e5 billeder i tr\u00e6ningen.<\/b> Ny belysning, snavs og nye produktvarianter s\u00e6nker pr\u00e6cisionen. Planl\u00e6g at tr\u00e6ne modellen igen.<\/li>\n<li><b>AI bruges som sikkerhedsfunktion.<\/b> Persondetektering med kamera erstatter ikke certificerede sikkerhedsanordninger som lysgitre og sikkerhedsscannere.<\/li>\n<li><b>Ingen plan for opdateringer.<\/b> Uden fjernadministration skal nogen k\u00f8re ud til hver computer for at skifte model.<\/li>\n<\/ol>\n<h2>Edge AI-computere hos SCN<\/h2>\n<p>Vi har AI-computere fra blandt andre AAEON, Winmate, Arbor Technology og Axiomtek \u2013 fra kompakte Jetson-computere med PoE til computere med plads til grafikkort i fuld st\u00f8rrelse.<\/p>\n<h3>Eksempler fra vores sortiment<\/h3>\n<div class=\"g-prod\"><a class=\"g-pc\" href=\"https:\/\/scn.eu\/da\/vare\/boxer-8646ai-da\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2025\/01\/BOXER-8646AI.jpeg\" alt=\"AAEON BOXER-8646AI \u2013 Fanl\u00f8st PoE-baseret indbygget AI-system\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">AAEON<\/span><span class=\"g-pn\">BOXER-8646AI \u2013 Fanl\u00f8st PoE-baseret indbygget AI-system<\/span><span class=\"g-pw\">Bl\u00e6serl\u00f8s AI-computer med NVIDIA Jetson AGX Orin (op til 200 TOPS) og tolv PoE-porte med et samlet budget p\u00e5 120 W, til trafik- og sikkerhedsoverv\u00e5gning.<\/span><\/a><a class=\"g-pc\" href=\"https:\/\/scn.eu\/da\/vare\/wnai-e800l-da\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/winmate-wnai-e800l-main.webp\" alt=\"Winmate WNAI-E800L GPU-klar edge AI-computer\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">Winmate<\/span><span class=\"g-pn\">WNAI-E800L GPU-klar edge AI-computer<\/span><span class=\"g-pw\">Edge AI-computer til machine vision med PCIe x16-slot til NVIDIA RTX-kort og op til 96 GB hukommelse.<\/span><\/a><a class=\"g-pc\" href=\"https:\/\/scn.eu\/da\/vare\/ebox630b-da\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/axiomtek-ebox630b-main.webp\" alt=\"Axiomtek eBOX630B bl\u00e6serl\u00f8s edge AI-pc med Core Ultra\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">Axiomtek<\/span><span class=\"g-pn\">eBOX630B bl\u00e6serl\u00f8s edge AI-pc med Core Ultra<\/span><span class=\"g-pw\">Bl\u00e6serl\u00f8s computer med Intel Core Ultra, Arc-GPU og NPU til OpenVINO, 9\u201360 V DC og \u221240 til 60 \u00b0C.<\/span><\/a><\/div>\n<div class=\"g-links\"><a href=\"https:\/\/scn.eu\/da\/vare-kategori\/produkter\/industrial-computers-da\/box-pc-da\/ai-at-the-edge-computing-da\/\">Edge AI-computere<\/a><a href=\"https:\/\/scn.eu\/da\/vare-kategori\/produkter\/industrial-computers-da\/box-pc-da\/\">Box-PC<\/a><a href=\"https:\/\/scn.eu\/da\/vare-kategori\/produkter\/industrial-computers-da\/box-pc-da\/in-vehicle-box-pc-da\/\">Box-PC til k\u00f8ret\u00f8jer<\/a><a href=\"https:\/\/scn.eu\/da\/vare-kategori\/produkter\/industrial-computers-da\/panel-pc-da\/\">Panel-PC<\/a><a href=\"https:\/\/scn.eu\/da\/vare-kategori\/produkter\/industrial-computers-da\/\">Industri-PC&#x27;er<\/a><\/div>\n<div class=\"g-cta\">\n<p>Vil du vide, hvilken computer der kan klare din model og dine kameraer? Sp\u00f8rg en af vores ingeni\u00f8rer \u2013 du f\u00e5r svar inden for 24 timer.<\/p>\n<p><a href=\"https:\/\/scn.eu\/da\/kontakt\/\">Sp\u00f8rg en ingeni\u00f8r<\/a><\/div>\n<h2>Ofte stillede sp\u00f8rgsm\u00e5l<\/h2>\n<details>\n<summary>Hvad er forskellen p\u00e5 edge computing og skyen?<\/summary>\n<p>Med edge computing behandles data lokalt, t\u00e6t p\u00e5 maskinen. Edge giver kortere svartid og virker uden forbindelse, mens skyen egner sig til tr\u00e6ning og analyse p\u00e5 tv\u00e6rs af mange anl\u00e6g.<\/p>\n<\/details>\n<details>\n<summary>Hvor mange TOPS har jeg brug for?<\/summary>\n<p>Det afh\u00e6nger af model, opl\u00f8sning og antal kameraer. Test din model p\u00e5 et udviklingskit, m\u00e5l billeder i sekundet, og v\u00e6lg en computer med margin.<\/p>\n<\/details>\n<details>\n<summary>Kan NVIDIA Jetson k\u00f8re Windows?<\/summary>\n<p>Nej. Jetson k\u00f8rer Linux via NVIDIA&#8217;s softwarepakke JetPack. Har du brug for Windows, v\u00e6lger du en x86-computer med Intel-processor, eventuelt med grafikkort eller AI-accelerator.<\/p>\n<\/details>\n<details>\n<summary>Hvad er forskellen p\u00e5 GPU og NPU?<\/summary>\n<p>En GPU er en fleksibel parallelprocessor til grafik og AI. En NPU er bygget udelukkende til AI-beregninger og giver h\u00f8j ydelse pr. watt, men underst\u00f8tter f\u00e6rre typer modeller.<\/p>\n<\/details>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Kameraer og sensorer leverer mere data, end der kan sendes til skyen i realtid. Her gennemg\u00e5r vi, hvorn\u00e5r det betaler sig at analysere data direkte ved maskinen, og hvordan du v\u00e6lger den rigtige computer til AI.<\/p>\n","protected":false},"author":11,"featured_media":8235304,"template":"","meta":{"_yoast_wpseo_focuskw":"edge computing","_yoast_wpseo_metadesc":"S\u00e5dan v\u00e6lger du industri-PC til edge computing og AI: CPU, NPU, NVIDIA Jetson eller grafikkort, hvad TOPS betyder, kameraer og PoE, k\u00f8ling og livscyklus.","_kad_post_transparent":"","_kad_post_title":"hide","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"hide","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","_scn_guide_cats":[823,805],"_scn_guide_sectors":[1011,1037,1080],"_scn_guide_type":"tech","_scn_guide_order":13,"footnotes":""},"class_list":["post-8235416","scn_guide","type-scn_guide","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Edge computing og AI \u2013 s\u00e5dan v\u00e6lger du industri-PC | SCN<\/title>\n<meta name=\"description\" content=\"S\u00e5dan v\u00e6lger du industri-PC til edge computing og AI: CPU, NPU, NVIDIA Jetson eller grafikkort, hvad TOPS betyder, kameraer og PoE, k\u00f8ling og livscyklus.\" \/>\n<meta name=\"robots\" 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