{"id":13416,"date":"2024-11-11T08:52:02","date_gmt":"2024-11-11T08:52:02","guid":{"rendered":"https:\/\/www.novotek.com\/no\/?post_type=insights&#038;p=13416"},"modified":"2025-10-06T07:19:36","modified_gmt":"2025-10-06T07:19:36","slug":"hvordan-kan-ai-brukes-i-scada-systemer","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/no\/insight\/hvordan-kan-ai-brukes-i-scada-systemer\/","title":{"rendered":"Hvordan kan AI brukes i SCADA-systemer?"},"content":{"rendered":"<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"465\" src=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-1024x465.jpg\" alt=\"Hvordan kan AI brukes i SCADA-systemer? Bildet viser AI i et industrielt milj\u00f8.\" class=\"wp-image-13418\" srcset=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-1024x465.jpg 1024w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-300x136.jpg 300w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-768x349.jpg 768w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-86x39.jpg 86w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-306x139.jpg 306w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header-636x289.jpg 636w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Kampanje\/2024\/AI_and_SCADA\/AI-enabled-SCADA_header.jpg 1256w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>SCADA-systemer brukes til \u00e5 overv\u00e5ke og kontrollere industrielle prosesser og infrastruktur. Hvordan kan AI, &#8211; eller kunstig intelligens, brukes i et slikt milj\u00f8? Ved \u00e5 kombinere SCADA og AI kan ulike situasjoner gjenkjennes basert p\u00e5 tidligere prosessdata og alarmer, og gi operat\u00f8rer nyttig informasjon. I denne artikkelen ser vi n\u00e6rmere p\u00e5 hvordan AI kan brukes i SCADA-systemer.&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">1. Intelligent analyse og diagnostikk<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI kan gi funksjoner for avansert analyse og diagnostikk i SCADA-systemet med:&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Prediktiv analyse:<\/strong>&nbsp;Identifisere potensielle problemer f\u00f8r de oppst\u00e5r gjennom gjenkjenning av m\u00f8nstre og historisk dataanalyse.&nbsp;<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Feildiagnose:&nbsp;<\/strong>Gi detaljert feildiagnose og foresl\u00e5tte l\u00f8sninger basert p\u00e5 historiske data og Best Practice.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">2. Bedre brukerinteraksjon<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI kan forbedre brukerinteraksjonen i SCADA-systemet med:&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Naturlig spr\u00e5k:&nbsp;<\/strong>Vi snakker stadig om hvordan AI etterligner menneskelig spr\u00e5k. I et SCADA-system kan dette gj\u00f8re det enklere for operat\u00f8rer \u00e5 kommunisere med systemet, &#8211; inkludert \u00e5 be om informasjon og gi kommandoer.&nbsp;<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Sp\u00f8rsm\u00e5l og svar:&nbsp;<\/strong>Operat\u00f8rer kan stille enkle sp\u00f8rsm\u00e5l og raskt f\u00e5 svar om systemstatus, historiske data og Best Practice.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">3. Beslutningsst\u00f8tte<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Med AI kan operat\u00f8rer f\u00e5r beslutningsst\u00f8tte gjennom:&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Datatolkning:&nbsp;<\/strong>AI hjelper til med \u00e5 tolke komplekse datasett, og gi innsikt som st\u00f8tter beslutningstaking.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Scenarioanalyse:&nbsp;<\/strong>Utf\u00f8re simulering av forskjellige scenarioer og mulige utfall for \u00e5 se hvilke handlinger som er best.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">4. Oppl\u00e6ring og support<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI kan fungere som et oppl\u00e6ringsverkt\u00f8y og\/eller guide deg ved hendelser.<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Oppl\u00e6ring:&nbsp;<\/strong>Gi oppl\u00e6ringsmateriell og instruksjoner til nye operat\u00f8rer i sanntid.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Support \/ guide:&nbsp;<\/strong>F\u00e5 steg-for-steg-support under hendelser eller uvanlige situasjoner.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">5. Automatisering og optimalisering<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI kan bidra til automatisering og optimalisering av prosesser i SCADA-systemet.&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Automatiser rutineoppgaver:&nbsp;<\/strong>Automatiser rutineoppgaver og kontroller for \u00e5 \u00f8ke effektiviteten og redusere menneskelige feil.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Optimalisering:&nbsp;<\/strong>Gi forslag til optimalisering av prosesser basert p\u00e5 historisk ytelse og trender.&nbsp;<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\">6. Sikkerhet<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI kan hjelpe forbedre sikkerheten til SCADA-systemet gjennom:&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Sikkerhetsvarslinger i sanntid:&nbsp;<\/strong>Oppdag og rapporter sikkerhetsbrudd eller unormal oppf\u00f8rsel i sanntid.&nbsp;<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Sikkerhetsr\u00e5d:&nbsp;<\/strong>Gi r\u00e5d om sikkerhetsprosedyrer og overholdelse av regelverk.&nbsp;<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Et eksempel p\u00e5 hvordan AI kan brukes i SCADA-systemet:&nbsp;<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>En operat\u00f8r kan sp\u00f8rre det AI-aktiverte SCADA-systemet:<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-background\" style=\"background-color:#f1f1f1\"><em>\u00abGi meg en oversikt over gjeldende systemstatus og eventuelle uregelmessigheter de siste 24 timene\u00bb.<\/em><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Systemet vil deretter generere en detaljert rapport med all relevant informasjon, inkludert eventuelle problemer og\/eller advarsler og forslag til handling.&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ved \u00e5 integrere disse funksjonene kan AI forbedre driftseffektiviteten, sikkerheten og p\u00e5liteligheten til SCADA-systemer betydelig.&nbsp;<\/p>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:40% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"458\" src=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/csense-tablets.png\" alt=\"Proficy CSense\" class=\"wp-image-13513 size-full\" srcset=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/csense-tablets.png 600w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/csense-tablets-300x229.png 300w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/csense-tablets-86x66.png 86w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/csense-tablets-306x234.png 306w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">V\u00e5r AI-l\u00f8sning: Proficy CSense<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Proficy CSense er en AI, Machine Learning og Analytics-l\u00f8sning spesielt utviklet for prosessingeni\u00f8rer som vil analysere og optimalisere produksjonen \u2013 uten \u00e5 bruke kode. Med Proficy CSense f\u00e5r du fem Analytics funksjoner i \u00e9n l\u00f8sning: Du kan analysere, overv\u00e5ke, prediktere, simulere og optimalisere prosessen i sanntid.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.novotek.com\/no\/digitalisering\/analytics-ai-og-machine-learning\/proficy-csense\/\" style=\"background-color:#ab192d\">Les mer om Proficy CSense<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text is-stacked-on-mobile\" id=\"digital-tvilling\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-1024x458.png\" alt=\"Guidebook preview\" class=\"wp-image-13640 size-full\" srcset=\"https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-1024x458.png 1024w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-300x134.png 300w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-768x344.png 768w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-86x38.png 86w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-306x137.png 306w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw-636x285.png 636w, https:\/\/www.novotek.com\/no\/wp-content\/uploads\/sites\/5\/Digitalisering\/Analytics_AI_og_Machine_Learning\/Proficy_CSense\/Guidebook_preveiw.png 1256w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Guidebook<\/h3>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\">Machine Learning &amp; Predictive Analytics Guidebook for Engineers<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Kom i gang med bruk av AI og Machine Learning i produksjonen! 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