{"id":8234485,"date":"2026-10-24T17:31:21","date_gmt":"2026-10-24T17:31:21","guid":{"rendered":"https:\/\/scn.eu\/?post_type=scn_guide&#038;p=8234485"},"modified":"2026-10-24T17:33:43","modified_gmt":"2026-10-24T17:33:43","slug":"edge-computing-ai","status":"publish","type":"scn_guide","link":"https:\/\/scn.eu\/sv\/guider\/edge-computing-ai\/","title":{"rendered":"Edge computing och AI \u2013 s\u00e5 v\u00e4ljer du industridator"},"content":{"rendered":"<div class=\"scn-guide\">\n<h1>Edge computing och AI \u2013 s\u00e5 v\u00e4ljer du industridator<\/h1>\n<p class=\"g-lead\">Kameror och givare ger mer data \u00e4n vad som g\u00e5r att skicka till molnet i realtid. H\u00e4r g\u00e5r vi igenom n\u00e4r det l\u00f6nar sig att analysera data direkt vid maskinen och hur du v\u00e4ljer r\u00e4tt dator f\u00f6r AI.<\/p>\n<div class=\"g-short\"><b class=\"t\">Kort svar<\/b><\/p>\n<ul>\n<li><b>Edge computing<\/b> \u2013 data bearbetas i en dator vid maskinen i st\u00e4llet f\u00f6r i molnet. Det ger kort svarstid, mindre datatrafik och drift utan internet.<\/li>\n<li><b>AI-inferens<\/b> \u2013 en f\u00e4rdigtr\u00e4nad modell k\u00f6rs lokalt, till exempel f\u00f6r maskinseende och kvalitetskontroll.<\/li>\n<li><b>Ber\u00e4kningskraft<\/b> \u2013 en processor med integrerad GPU eller NPU r\u00e4cker f\u00f6r n\u00e5gra kameror. Fler kameror och tyngre modeller kr\u00e4ver NVIDIA Jetson eller ett grafikkort.<\/li>\n<li><b>TOPS<\/b> \u2013 ett grovt m\u00e5tt. M\u00e4t hellre hur m\u00e5nga bilder per sekund din egen modell klarar.<\/li>\n<li><b>Programvara<\/b> \u2013 v\u00e4lj ramverk, fj\u00e4rrhantering och livscykel innan du v\u00e4ljer h\u00e5rdvara.<\/li>\n<\/ul>\n<\/div>\n<h2>Vad \u00e4r edge computing?<\/h2>\n<p>Edge computing betyder att data bearbetas d\u00e4r den uppst\u00e5r \u2013 i en dator vid maskinen, i fordonet eller i ett elsk\u00e5p ute i f\u00e4lt \u2013 i st\u00e4llet f\u00f6r i ett datacenter eller i molnet. Datorn vid kanten (edge) skickar bara vidare resultatet: ett larm, ett m\u00e4tv\u00e4rde eller en bild p\u00e5 det som avvek.<\/p>\n<figure><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/scn-guide-edge-f1-sv.webp\" alt=\"Edge computing: kameror och givare skickar data till en edge-dator vid maskinen som fattar beslut lokalt och bara skickar resultat till molnet\" width=\"1520\" height=\"520\" loading=\"lazy\" decoding=\"async\"><figcaption>Edge computing: beslutet tas vid maskinen, molnet anv\u00e4nds f\u00f6r statistik och tr\u00e4ning.<\/figcaption><\/figure>\n<ul>\n<li><b>Kort svarstid<\/b> \u2013 beslutet tas direkt vid maskinen, till exempel n\u00e4r en felaktig produkt ska sorteras bort fr\u00e5n transportbandet.<\/li>\n<li><b>Mindre datatrafik<\/b> \u2013 tio kameror \u00f6ver 4G blir dyrt, men ett larm med en stillbild \u00e4r litet.<\/li>\n<li><b>Drift utan uppkoppling<\/b> \u2013 systemet fungerar \u00e4ven i en gruva, p\u00e5 ett fartyg eller i en tunnel.<\/li>\n<li><b>Dataskydd<\/b> \u2013 bilder p\u00e5 personer och k\u00e4nsliga produktionsdata beh\u00f6ver inte l\u00e4mna anl\u00e4ggningen, vilket underl\u00e4ttar arbetet med GDPR.<\/li>\n<\/ul>\n<p>Molnet beh\u00f6vs ofta \u00e4nd\u00e5. Det vanliga uppl\u00e4gget \u00e4r att tr\u00e4na modellen p\u00e5 en kraftfull server eller i molnet och k\u00f6ra den lokalt.<\/p>\n<h2>Var anv\u00e4nds AI vid kanten?<\/h2>\n<ul>\n<li><b>Fabrik<\/b> \u2013 maskinseende och kvalitetskontroll som uppt\u00e4cker repor, saknade komponenter och felaktiga etiketter i full linjehastighet, \u00e4ven d\u00e4r fasta regler inte r\u00e4cker.<\/li>\n<li><b>Prediktivt underh\u00e5ll<\/b> \u2013 analys av vibration, str\u00f6m och temperatur som varnar innan ett lager g\u00e5r s\u00f6nder.<\/li>\n<li><b>Trafik och s\u00e4kerhet<\/b> \u2013 r\u00e4kna fordon, l\u00e4sa registreringsskyltar och uppt\u00e4cka intr\u00e5ng vid st\u00e4llverk och tunnlar.<\/li>\n<li><b>Fordon, energi och v\u00e5rd<\/b> \u2013 kameror runt gruv- och skogsmaskiner, inspektion av solcellsparker och bildanalys vid ultraljud.<\/li>\n<\/ul>\n<h2>Vilken ber\u00e4kningskraft beh\u00f6ver du?<\/h2>\n<p>AI-modeller g\u00e5r mycket snabbare p\u00e5 parallella ber\u00e4kningsenheter som GPU och NPU (neural processing unit) \u00e4n p\u00e5 en vanlig processork\u00e4rna.<\/p>\n<div class=\"g-tbl\">\n<table>\n<thead>\n<tr>\n<th>L\u00f6sning<\/th>\n<th>Passar f\u00f6r<\/th>\n<th>T\u00e4nk p\u00e5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"n\">Processor (CPU)<\/td>\n<td>Givardata, enkla modeller<\/td>\n<td>R\u00e4cker s\u00e4llan f\u00f6r videoanalys<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">Integrerad GPU och NPU, t.ex. Intel Core Ultra<\/td>\n<td>N\u00e5gra kameror, objektdetektering<\/td>\n<td>L\u00e5g effekt, Windows eller Linux<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">NVIDIA Jetson<\/td>\n<td>Flera kameror, fordon, robotar<\/td>\n<td>H\u00f6g prestanda per watt. K\u00f6r Linux, inte 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 befintlig x86-dator<\/td>\n<td>Kontrollera att din modell st\u00f6ds<\/td>\n<\/tr>\n<tr>\n<td class=\"n\">Separat grafikkort, t.ex. NVIDIA RTX<\/td>\n<td>M\u00e5nga kameror, stora modeller<\/td>\n<td>H\u00f6g effekt, fl\u00e4ktar och PCIe-plats<\/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-sv.webp\" alt=\"Tre niv\u00e5er av ber\u00e4kningskraft f\u00f6r AI: processor med integrerad GPU eller NPU, NVIDIA Jetson och separat grafikkort\" width=\"1520\" height=\"544\" loading=\"lazy\" decoding=\"async\"><figcaption>Tre niv\u00e5er av ber\u00e4kningskraft. Ju fler kameror och st\u00f6rre modeller, desto mer effekt och kylning.<\/figcaption><\/figure>\n<p>Jetson-modulerna finns i tre storlekar: Orin Nano, Orin NX och AGX Orin. NVIDIA anger allt fr\u00e5n n\u00e5gra tiotal TOPS f\u00f6r Orin Nano till 275 TOPS f\u00f6r den st\u00f6rsta AGX Orin-modulen, med en effekt p\u00e5 ungef\u00e4r 7 till 60 W.<\/p>\n<h2>Vad betyder TOPS i praktiken?<\/h2>\n<p>TOPS (tera operations per second) anger hur m\u00e5nga biljoner enkla r\u00e4kneoperationer kretsen klarar per sekund, oftast med 8-bitars heltal (INT8). Det \u00e4r ett teoretiskt maxv\u00e4rde, och tillverkarna r\u00e4knar olika. Vissa r\u00e4knar med gles ber\u00e4kning (sparsity), som kan f\u00f6rdubbla siffran, och vissa l\u00e4gger ihop CPU, GPU och NPU.<\/p>\n<p>Det som r\u00e4knas \u00e4r hur m\u00e5nga bilder per sekund din modell klarar vid den uppl\u00f6sning du beh\u00f6ver, och med vilken f\u00f6rdr\u00f6jning. Testa d\u00e4rf\u00f6r modellen med egna bilder p\u00e5 ett utvecklingskit eller en provdator och l\u00e4gg p\u00e5 marginal f\u00f6r fler kameror.<\/p>\n<p>Kvantisering, att r\u00e4kna om modellen fr\u00e5n 32-bitars flyttal till 8-bitars heltal, ger ofta flera g\u00e5nger h\u00f6gre hastighet med liten f\u00f6rlust i tr\u00e4ffs\u00e4kerhet. NVIDIA TensorRT och Intel OpenVINO g\u00f6r det \u00e5t dig.<\/p>\n<h2>Kameror, PoE och kylning<\/h2>\n<p>Vanligast \u00e4r IP- eller GigE Vision-kameror med PoE, d\u00e4r samma kabel ger b\u00e5de data och matning. PoE enligt IEEE 802.3af ger upp till 15,4 W per port och PoE+ (802.3at) upp till 30 W, men datorns totala effektbudget kan vara l\u00e4gre \u00e4n summan av portarna. I fordon och robotar anv\u00e4nds ofta GMSL-kameror med koaxialkabel och FAKRA-kontakter, som t\u00e5l vibrationer.<\/p>\n<p>AI-ber\u00e4kningar ger v\u00e4rme. En fl\u00e4ktl\u00f6s Jetson-dator kyls genom chassit, medan en dator med kraftfullt grafikkort beh\u00f6ver fl\u00e4ktar och ett stort n\u00e4taggregat. Vid h\u00f6g temperatur s\u00e4nks klockfrekvensen, och d\u00e5 sjunker antalet bilder per sekund. Testa vid den h\u00f6gsta temperatur datorn ska klara. Mer om fl\u00e4ktl\u00f6s kylning och matning finns i v\u00e5r guide om industridatorer.<\/p>\n<h2>Programvara, fj\u00e4rrhantering och livscykel<\/h2>\n<p>V\u00e4lj programvaruplattform f\u00f6re h\u00e5rdvara. NVIDIA Jetson k\u00f6rs med JetPack, NVIDIA:s programpaket med Jetson Linux (baserat p\u00e5 Ubuntu), CUDA och TensorRT. Datorer med Intel-processorer anv\u00e4nder ofta OpenVINO och kan k\u00f6ra b\u00e5de Windows och Linux.<\/p>\n<p>Containrar, till exempel Docker, g\u00f6r det enkelt att byta modell utan att r\u00f6ra operativsystemet. Med m\u00e5nga datorer ute i f\u00e4lt beh\u00f6vs fj\u00e4rrhantering f\u00f6r uppdateringar och \u00f6vervakning. Planera ocks\u00e5 s\u00e4kerheten: s\u00e4ker start (secure boot), TPM och ett segmenterat n\u00e4tverk enligt IEC 62443.<\/p>\n<p>AI-h\u00e5rdvara utvecklas snabbt, men en maskin s\u00e4ljs i m\u00e5nga \u00e5r. NVIDIA anger att Jetson Orin-modulerna \u00e4r tillg\u00e4ngliga till januari 2032 och den industriella AGX Orin-modulen till juli 2033. Fr\u00e5ga ocks\u00e5 hur l\u00e4nge just din datormodell levereras.<\/p>\n<h2>Fem vanliga misstag<\/h2>\n<ol class=\"g-pit\">\n<li><b>Man v\u00e4ljer efter TOPS.<\/b> Siffran s\u00e4ger lite om hur din modell presterar. Testa med egna bilder.<\/li>\n<li><b>Effektbudgeten f\u00f6r PoE r\u00e4cker inte.<\/b> Kamerorna fungerar p\u00e5 skrivbordet men startar om n\u00e4r IR-belysningen t\u00e4nds p\u00e5 natten.<\/li>\n<li><b>F\u00f6r f\u00e5 bilder i tr\u00e4ningen.<\/b> Ny belysning, smuts och nya produktvarianter s\u00e4nker tr\u00e4ffs\u00e4kerheten. Planera f\u00f6r omtr\u00e4ning.<\/li>\n<li><b>AI anv\u00e4nds som skyddsfunktion.<\/b> Persondetektering med kamera ers\u00e4tter inte certifierade skyddsanordningar som ljusrid\u00e5er och s\u00e4kerhetsskannrar.<\/li>\n<li><b>Ingen plan f\u00f6r uppdateringar.<\/b> Utan fj\u00e4rrhantering m\u00e5ste n\u00e5gon \u00e5ka ut till varje dator f\u00f6r att byta modell.<\/li>\n<\/ol>\n<h2>Edge AI-datorer hos SCN<\/h2>\n<p>Vi har AI-datorer fr\u00e5n bland andra AAEON, Winmate, Arbor Technology och Axiomtek \u2013 fr\u00e5n kompakta Jetson-datorer med PoE till datorer med plats f\u00f6r grafikkort i full storlek.<\/p>\n<h3>Exempel ur v\u00e5rt sortiment<\/h3>\n<div class=\"g-prod\"><a class=\"g-pc\" href=\"https:\/\/scn.eu\/sv\/produkt\/boxer-8646ai-sv\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2025\/01\/BOXER-8646AI.jpeg\" alt=\"AAEON BOXER-8646AI Fl\u00e4ktl\u00f6st PoE-baserat inbyggt AI-system\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">AAEON<\/span><span class=\"g-pn\">BOXER-8646AI Fl\u00e4ktl\u00f6st PoE-baserat inbyggt AI-system<\/span><span class=\"g-pw\">Fl\u00e4ktl\u00f6s AI-dator med NVIDIA Jetson AGX Orin (upp till 200 TOPS) och tolv PoE-portar med 120 W total budget, f\u00f6r trafik- och s\u00e4kerhets\u00f6vervakning.<\/span><\/a><a class=\"g-pc\" href=\"https:\/\/scn.eu\/sv\/produkt\/wnai-e800l-sv\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/winmate-wnai-e800l-main.webp\" alt=\"Winmate WNAI-E800L GPU-f\u00f6rberedd edge AI-dator\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">Winmate<\/span><span class=\"g-pn\">WNAI-E800L GPU-f\u00f6rberedd edge AI-dator<\/span><span class=\"g-pw\">Edge AI-dator f\u00f6r maskinseende med PCIe x16-plats f\u00f6r NVIDIA RTX-kort och upp till 96 GB minne.<\/span><\/a><a class=\"g-pc\" href=\"https:\/\/scn.eu\/sv\/produkt\/ebox630b-sv\/\"><img loading=\"lazy\" src=\"https:\/\/scn.eu\/wp-content\/uploads\/2026\/10\/axiomtek-ebox630b-main.webp\" alt=\"Axiomtek eBOX630B fl\u00e4ktl\u00f6s edge-AI-dator med Core Ultra\" width=\"800\" height=\"800\" loading=\"lazy\" decoding=\"async\"><span class=\"g-pb\">Axiomtek<\/span><span class=\"g-pn\">eBOX630B fl\u00e4ktl\u00f6s edge-AI-dator med Core Ultra<\/span><span class=\"g-pw\">Fl\u00e4ktl\u00f6s dator med Intel Core Ultra, Arc-GPU och NPU f\u00f6r OpenVINO, 9\u201360 V DC och \u221240 till 60 \u00b0C.<\/span><\/a><\/div>\n<div class=\"g-links\"><a href=\"https:\/\/scn.eu\/sv\/produkt-kategori\/produkter-sv\/industrial-computers-sv\/box-pc-sv\/ai-at-the-edge-computing-sv\/\">Edge AI-datorer<\/a><a href=\"https:\/\/scn.eu\/sv\/produkt-kategori\/produkter-sv\/industrial-computers-sv\/box-pc-sv\/\">Box-PC<\/a><a href=\"https:\/\/scn.eu\/sv\/produkt-kategori\/produkter-sv\/industrial-computers-sv\/box-pc-sv\/in-vehicle-box-pc-sv\/\">Fordonsdatorer<\/a><a href=\"https:\/\/scn.eu\/sv\/produkt-kategori\/produkter-sv\/industrial-computers-sv\/panel-pc-sv\/\">Panel-PC<\/a><a href=\"https:\/\/scn.eu\/sv\/produkt-kategori\/produkter-sv\/industrial-computers-sv\/\">Industridatorer<\/a><\/div>\n<div class=\"g-cta\">\n<p>Vill du veta vilken dator som klarar din modell och dina kameror? Fr\u00e5ga en av v\u00e5ra ingenj\u00f6rer \u2013 du f\u00e5r svar inom 24 timmar.<\/p>\n<p><a href=\"https:\/\/scn.eu\/sv\/kontakt\/\">Fr\u00e5ga en ingenj\u00f6r<\/a><\/div>\n<h2>Vanliga fr\u00e5gor<\/h2>\n<details>\n<summary>Vad \u00e4r skillnaden mellan edge computing och molnet?<\/summary>\n<p>Med edge computing bearbetas data lokalt, n\u00e4ra maskinen. Edge ger kortare svarstid och fungerar utan uppkoppling, medan molnet passar f\u00f6r tr\u00e4ning och analys \u00f6ver m\u00e5nga anl\u00e4ggningar.<\/p>\n<\/details>\n<details>\n<summary>Hur m\u00e5nga TOPS beh\u00f6ver jag?<\/summary>\n<p>Det beror p\u00e5 modell, uppl\u00f6sning och antal kameror. Testa din modell p\u00e5 ett utvecklingskit, m\u00e4t bilder per sekund och v\u00e4lj en dator med marginal.<\/p>\n<\/details>\n<details>\n<summary>Kan NVIDIA Jetson k\u00f6ra Windows?<\/summary>\n<p>Nej. Jetson k\u00f6rs med Linux via NVIDIA:s programpaket JetPack. Beh\u00f6ver du Windows v\u00e4ljer du en x86-dator med Intel-processor, eventuellt med grafikkort eller AI-accelerator.<\/p>\n<\/details>\n<details>\n<summary>Vad \u00e4r skillnaden mellan GPU och NPU?<\/summary>\n<p>En GPU \u00e4r en flexibel parallellprocessor f\u00f6r grafik och AI. En NPU \u00e4r byggd enbart f\u00f6r AI-ber\u00e4kningar och ger h\u00f6g prestanda per watt, men st\u00f6der f\u00e4rre typer av modeller.<\/p>\n<\/details>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Kameror och givare ger mer data \u00e4n vad som g\u00e5r att skicka till molnet i realtid. H\u00e4r g\u00e5r vi igenom n\u00e4r det l\u00f6nar sig att analysera data direkt vid maskinen och hur du v\u00e4ljer r\u00e4tt dator f\u00f6r AI.<\/p>\n","protected":false},"author":11,"featured_media":8234469,"template":"","meta":{"_yoast_wpseo_focuskw":"edge computing","_yoast_wpseo_metadesc":"S\u00e5 v\u00e4ljer du industridator f\u00f6r edge computing och AI: CPU, NPU, NVIDIA Jetson eller grafikkort, vad TOPS betyder, kameror och PoE, kylning och livscykel.","_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-8234485","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 och AI \u2013 s\u00e5 v\u00e4ljer du industridator | SCN<\/title>\n<meta name=\"description\" content=\"S\u00e5 v\u00e4ljer du industridator f\u00f6r edge computing och AI: CPU, NPU, NVIDIA Jetson eller grafikkort, vad TOPS betyder, kameror och PoE, kylning och livscykel.\" \/>\n<meta name=\"robots\" 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