{"id":1315,"date":"2021-08-17T11:01:17","date_gmt":"2021-08-17T11:01:17","guid":{"rendered":"https:\/\/www.novotek.com\/dk\/?page_id=1315"},"modified":"2025-09-22T12:51:00","modified_gmt":"2025-09-22T12:51:00","slug":"analytics-ai-og-machine-learning","status":"publish","type":"page","link":"https:\/\/www.novotek.com\/dk\/digitalisering\/analytics-ai-og-machine-learning\/","title":{"rendered":"Analytics, AI og Machine Learning"},"content":{"rendered":"  <div class=\"hero\">\n    <div class=\"carousel hero-slider large\" data-flickity data-flickity-options='{\"prevNextButtons\": false}'>\n              <div class=\"carousel-cell\">\n          <div class=\"container\">\n            <div class=\"hero-content\">\n                              <h1>Analytics, AI og Machine Learning i produktionen<\/h1>\n<p><a>Optimer produktionen ved at genkende m\u00f8nstre for maskiner og udstyr.<\/a><\/p>\n              \n                          <\/div>\n          <\/div>\n\n          <img decoding=\"async\" width=\"1024\" height=\"427\" src=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min-1024x427.jpg\" class=\"hero-bg\" alt=\"Hero Img\" fetchpriority=\"high\" srcset=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min-1024x427.jpg 1024w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min-300x125.jpg 300w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min-768x320.jpg 768w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min-1536x640.jpg 1536w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/Novotek_solutions_Analytics_header_1920x800px-1-min.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>                  <\/div>\n          <\/div>\n\n      <\/div>\n\n   <div class=\"floating-breadcrumb\"><div class=\"container\"><span><span><a href=\"https:\/\/www.novotek.com\/dk\/\" class=\"breadcrumb-frontpage\">Home<\/a><\/span><\/span><\/div><\/div>\n\n\n\n\n<div class=\"container-md spacer  \">\n<div style=\"height:26px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Analytics, AI og Machine Learning er vilk\u00e5r for automatiseret dataanalyse. Med minimal menneskelig p\u00e5virkning kan m\u00f8nstre og afvigelser opdages tidligt, og du kan foretage vigtige produktions\u00e6ndringer, der optimerer din forretning.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Med Analytics, AI og Machine Learning kan produktionsafvigelser i maskiner og udstyr hurtigt opdages og kontrolleres. Du kan blive advaret om u\u00f8nskede situationer s\u00e5som motorvibrationer, \u00f8get effekt og ressourceforbrug eller \u00f8get belastning. Baseret p\u00e5 historiske procesdata foretages beregningerne automatisk, og du f\u00e5r besked i tilf\u00e6lde af afvigelser. Resultatet er reduceret nedetid og forbedret kvalitet og overskud.<\/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 image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_AI_Analytics_MachineLearning_1024x446.png\" alt=\"AI Analytics Machine Learning\" class=\"wp-image-4687\" srcset=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_AI_Analytics_MachineLearning_1024x446.png 1024w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_AI_Analytics_MachineLearning_1024x446-300x131.png 300w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_AI_Analytics_MachineLearning_1024x446-768x335.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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 heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-implementer-en-proces-til-datagendannelse\">Implementer en proces til datagendannelse<\/h2>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\" id=\"h-planlaeg\">Planl\u00e6g<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Vi starter med en gennemgang af dine udfordringer og potentielle m\u00e5l, og prioriterer en til at starte med.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\" id=\"h-forberede\">Forbered<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Efter at vi har valgt en udfordring, ressource eller proces, foretager vi en detaljeret gennemgang for at forst\u00e5 de tilg\u00e6ngelige data.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\" id=\"h-sammenkobling\">Sammenkobling <\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Sammenkoblingen er, hvor vi indsamler data i de v\u00e6rkt\u00f8jer, vi har valgt, og tilf\u00f8jer andre relevante data og viden.&nbsp;<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\" id=\"h-analyser\">Analyser<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>I dette trin lader vi v\u00e6rkt\u00f8jerne k\u00f8re og begynder at se resultater.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\" id=\"h-evaluer\">Evaluering<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>N\u00e5r vi har adgang til resultater, begynder processen med at evaluere og finde konklusioner.<\/p>\n<\/div>\n\n<div class=\"container media-text  align\">\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"663\" src=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_Analytics_AI_MachineLearning_Statistics_duotone-1024x663-1.jpg\" alt=\"Analytics AI Machine Learning Statistics\" class=\"wp-image-4688 size-full\" srcset=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_Analytics_AI_MachineLearning_Statistics_duotone-1024x663-1.jpg 1024w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_Analytics_AI_MachineLearning_Statistics_duotone-1024x663-1-300x194.jpg 300w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_Analytics_AI_MachineLearning_Statistics_duotone-1024x663-1-768x497.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-forskellige-vaerktojer-til-analyse\">Forskellige v\u00e6rkt\u00f8jer til analyse af produktionen<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Vi har samlet en r\u00e6kke forskellige v\u00e6rkt\u00f8jer til analyse. Disse omfatter trendv\u00e6rkt\u00f8jer, statistikbaseret modellering, modelbaseret modellering og det nyeste inden for AI-teknologi. Maskinl\u00e6ring kan v\u00e6re mange ting: Fra offline analyse og trend, til fuld online tvillingemodellering. Vi arbejder sammen med GE og PTC for at indsamle og udvikle tilg\u00e6ngelige v\u00e6rkt\u00f8jer.<\/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 heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-hvad-er-datavidenskab\">Hvad er datavidenskab?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Den proces, vi har defineret for at arbejde med data, er en del af Data Science, da al videnskab skal v\u00e6re procesbaseret. Derefter skal du lave en afhandling, hvor data er bevist eller modbevist, indtil dataudfordringen er l\u00f8st eller forbedret. Dette kan g\u00f8res offline i et laboratorium, online p\u00e5 en enhed eller via digital twin -teknologi.<\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  align\">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-du-har-brug-for-en-data-scientist\">Du har brug for en Data Scientist<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Vores erfaring er, at n\u00f8glen til vellykket analyse opn\u00e5s med en Data Scientist. Der kr\u00e6ves dyb kendskab til de forskellige v\u00e6rkt\u00f8jer og deres forskellige fordele og ulemper samt forst\u00e5else for industriel dataindsamling og processer. Novotek har et team af kyndige dataforskere, der kan hj\u00e6lpe dig i gang med dit analyseprojekt.<\/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 heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-digital-tvilling-der-konvergerer-fysisk-og-digitalt\">Digital tvilling, der konvergerer fysisk og digitalt<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>En <a href=\"https:\/\/www.novotek.com\/dk\/insight\/digital-tvilling-af-maskiner\/\">digital tvilling<\/a> er en kraftfuld m\u00e5de at flette alle tilg\u00e6ngelige data om en begivenhed eller ressource til en model. Denne model kan tilf\u00f8jes analyse, processer og andre oplysninger, s\u00e5som kommentarer og testprotokoller. N\u00e5r du har et stort antal ressourcer med din egen digitale tvilling, kan du lade moderne AI-v\u00e6rkt\u00f8jer krydshenvise og analysere driftsm\u00f8nstre og resultater. Resultaterne kan v\u00e6re overraskende.<\/p>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"662\" src=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_DataScientist_Analytics_AI_MachineLearning_duotone-1024x662-1.jpg\" alt=\"Data Scientist AI og Machine Learning\" class=\"wp-image-4686 size-full\" srcset=\"https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_DataScientist_Analytics_AI_MachineLearning_duotone-1024x662-1.jpg 1024w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_DataScientist_Analytics_AI_MachineLearning_duotone-1024x662-1-300x194.jpg 300w, https:\/\/www.novotek.com\/dk\/wp-content\/uploads\/sites\/4\/digitalisering\/Novotek_DataScientist_Analytics_AI_MachineLearning_duotone-1024x662-1-768x497.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" id=\"h-vi-hjaelper-dig-med-analytics-ai-og-machine-learning\">Vi hj\u00e6lper din produktion med Analytics, AI og Machine Learning<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Har din virksomhed voksende datam\u00e6ngder, men mangler konklusioner? Novotek tilbyder alt fra klassiske analysel\u00f8sninger til ny teknologi baseret p\u00e5 AI og Machine Learning, herunder <a href=\"https:\/\/www.novotek.com\/dk\/digitalisering\/analytics-ai-og-machine-learning\/proficy-csense\/\">Proficy CSense<\/a>. Vores konsulenter hj\u00e6lper dig med at finde den rigtige m\u00e5de at implementere den rigtige l\u00f8sning i din virksomhed.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><a href=\"https:\/\/www.novotek.com\/dk\/digitalisering\/analytics-ai-og-machine-learning\/proficy-csense\/\"><strong>Proficy CSense<\/strong><\/a> er en AI og Machine Learning -l\u00f8sning fra GE Vernova, verdens f\u00f8rende inden for systemer tilpasset industriel automatisering og digitalisering. <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n  <div class=\"slider-column-parent\">\n    <div class=\"container\">\n      <div class=\"slider-column-title\">Vores Analytics, AI og Machine Learning-l\u00f8sning<\/div>\n\n      <div class=\"row\">\n        <div class=\"col-12 col-md-4\"><div class=\"column-box\">\n  \n      <div class=\"title\">\n      Proficy CSense    <\/div>\n  \n      <div class=\"text\">\n      <p>Brug AI og Machine Learning til at kombinere data.<\/p>\n    <\/div>\n  \n      <a class=\"link\"  href=\"https:\/\/www.novotek.com\/dk\/digitalisering\/analytics-ai-og-machine-learning\/proficy-csense\/\" target=\"_blank\">\n      L\u00e6s mere    <\/a>\n  \n  <\/div>\n\n<\/div>      <\/div>\n    <\/div>\n  <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Analytics, AI og Machine Learning er vilk\u00e5r for automatiseret dataanalyse. Med minimal menneskelig p\u00e5virkning kan m\u00f8nstre og afvigelser opdages tidligt, og du kan foretage vigtige produktions\u00e6ndringer, der optimerer din forretning. Med Analytics, AI og Machine Learning kan produktionsafvigelser i maskiner og udstyr hurtigt opdages og kontrolleres. Du kan blive advaret om u\u00f8nskede situationer s\u00e5som motorvibrationer, [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":1109,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"1","_relevanssi_noindex_reason":"","footnotes":""},"class_list":["post-1315","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI analyse &amp; Machine Learning - Optimer produktionen | Novotek<\/title>\n<meta name=\"description\" content=\"Optimer din produktion med AI-analyse og Machine Learning. 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