{"id":38524,"date":"2025-10-25T16:06:01","date_gmt":"2025-10-25T16:06:01","guid":{"rendered":"https:\/\/direc.dk\/intelligent-forsvarsvaerk-mod-hackere\/"},"modified":"2026-04-27T13:57:05","modified_gmt":"2026-04-27T13:57:05","slug":"intelligent-forsvarsvaerk-mod-hackere","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/","title":{"rendered":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0"},"content":{"rendered":"\t\t
\n\t\t\t\t
\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

DIREC-projekt<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Training Robust Network Intrusion Detection with Differentiable Logics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Intelligent forsvarsv\u00e6rk mod hackere\u00a0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Projektv\u00e6rdi<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tNormalt bev\u00e6ger data sig sikkert gennem netv\u00e6rket. Men et cyberangreb kan \u00e6ndre alt\u2014ofte uden at blive opdaget. I mange tilf\u00e6lde ligner det helt normal adf\u00e6rd og afviger kun en smule i timing eller r\u00e6kkef\u00f8lge.

Et traditionelt NIDS (Network Intrusion Detection System), der er baseret p\u00e5 syntetiske data, har ofte sv\u00e6rt ved at opdage denne type subtile angreb. Ved at supplere med differentierbare logikker\u2014tr\u00e6net p\u00e5 virkelige data og forankret i sikkerhedsregler\u2014kan systemet imidlertid advare i tide, selv n\u00e5r angreb bevidst er camoufleret.

I dette forskningsprojekt vil forskere fra ITU, DTU, AAU og teleselskabet TDC NET forene maskinl\u00e6ringens fleksibilitet med logikkens pr\u00e6cision. Ved at udvikle differentierbare logikker opn\u00e5r overv\u00e5gningssystemet en form for digital intuition, som g\u00f8r det i stand til at \u201ct\u00e6nke ud af boksen\u201d og afsl\u00f8re manipulationer fra fjendtlige systemer.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

PROJEKTDATA<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
Projektnavn<\/strong><\/h5>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Training Robust Network Intrusion Detection with Differentiable Logics<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
Projektperiode<\/strong><\/h5>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t2026-2027\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
Finansiering<\/strong><\/h5>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tDKK 2.000.000\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Videnskabelig tilgang<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tProjektet bygger videre p\u00e5 NFC-projektet \u201cRobust AI Algorithms for Network Intrusion Detection\u201d fra 2025, hvor den f\u00f8rste prototype p\u00e5 et NIDS med differentierbare logikker blev udviklet.

N\u00e6ste skridt er at validere teknologien i samarbejde med TDC NET, som stiller adgang til reel netv\u00e6rksinfrastruktur og kunder til r\u00e5dighed. Dette udg\u00f8r et vigtigt supplement til den eksisterende forskning og giver en enest\u00e5ende mulighed for at afpr\u00f8ve NIDS med differentierbare logikker i et produktionsmilj\u00f8, som forskere normalt ikke har adgang til.

For at videreudvikle prototypen til en l\u00f8sning klar til praktisk anvendelse vil forskerne identificere og integrere en bred vifte af nye funktioner i systemet. Forskere fra ITU fokuserer p\u00e5 at formalisere de differentierbare logikker, mens DTU og AAU arbejder med at videreudvikle detektionssystemerne og integrere kunstig intelligens.

Teamet vil indsamle tr\u00e6ningsdata for relevante angreb, og TDC NET vil validere den endelige detektionsmekanisme p\u00e5 baggrund af reel netv\u00e6rkstrafik. Ambitionen er at bygge bro mellem teori og praksis, s\u00e5 teknologien kan skaleres ud over laboratoriet og bidrage til at styrke cybersikkerheden i samfundet.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Projektdeltagere<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\n \n \n \n \n \n \n \n \n
\n
\"Alessandro<\/div>\n <\/td>\n
\n
Alessandro Bruni – Associate Professor – IT University Copenhagen<\/div>\n <\/td>\n <\/tr>\n \n
\n
\"Nicola<\/div>\n <\/td>\n
\n
Nicola Dragoni – Professor – Technical University of Denmark<\/div>\n <\/td>\n <\/tr>\n \n
\n
\"Giorgio<\/div>\n <\/td>\n
\n
Giorgio Bacci – Associate Professor – Aalborg University<\/div>\n <\/td>\n <\/tr>\n \n
\n
\"Gust<\/div>\n <\/td>\n
\n
Gust Grinbergs – Research Assistant – IT University Copenhagen<\/div>\n <\/td>\n <\/tr>\n \n
\n
\"Lars<\/div>\n <\/td>\n
\n
Lars Gottshalk – Senior Director, Cyber Defense Center – TDC net<\/div>\n <\/td>\n <\/tr>\n \n <\/tbody>\n <\/table>\n \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Partnere<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\n
\n
\n \"Aalborg\"Technical\"IT\"TDC\n <\/div>\n <\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Data flyder normalt sikkert gennem netv\u00e6rk, men cyberangreb kan subtilt forstyrre dette\u2014ofte uden at blive opdaget. Traditionelle NIDS baseret p\u00e5 syntetiske data kan overse s\u00e5danne trusler. Dette projekt kombinerer maskinl\u00e6ring med logik og differentiable logikker tr\u00e6net p\u00e5 reelle data for at skabe overv\u00e5gningssystemer med digital intuition, der kan opdage selv velkamuflerede angreb.<\/p>\n","protected":false},"author":3,"featured_media":38519,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[210,218],"tags":[194],"class_list":["post-38524","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cybersikkerhed","category-projekt","tag-next-gen-cybersecurity-da"],"yoast_head":"\nIntelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC<\/title>\n<meta name=\"description\" content=\"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Intelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC\" \/>\n<meta property=\"og:description\" content=\"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/\" \/>\n<meta property=\"og:site_name\" content=\"DIREC\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-25T16:06:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-27T13:57:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Susanne Br\u00f8ndberg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Skrevet af\" \/>\n\t<meta name=\"twitter:data1\" content=\"Susanne Br\u00f8ndberg\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimeret l\u00e6setid\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/\"},\"author\":{\"name\":\"Susanne Br\u00f8ndberg\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#\\\/schema\\\/person\\\/3fcdff2b9bc83fcb7b642fa67a946f38\"},\"headline\":\"Intelligent forsvarsv\u00e6rk mod hackere\u00a0\",\"datePublished\":\"2025-10-25T16:06:01+00:00\",\"dateModified\":\"2026-04-27T13:57:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/\"},\"wordCount\":153,\"publisher\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/Network-Intrusion-detection.jpg\",\"keywords\":[\"Next gen cybersecurity\"],\"articleSection\":[\"Cybersikkerhed\",\"Projekt\"],\"inLanguage\":\"da-DK\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/\",\"url\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/\",\"name\":\"Intelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/Network-Intrusion-detection.jpg\",\"datePublished\":\"2025-10-25T16:06:01+00:00\",\"dateModified\":\"2026-04-27T13:57:05+00:00\",\"description\":\"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#breadcrumb\"},\"inLanguage\":\"da-DK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"da-DK\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#primaryimage\",\"url\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/Network-Intrusion-detection.jpg\",\"contentUrl\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/Network-Intrusion-detection.jpg\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/intelligent-forsvarsvaerk-mod-hackere\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/direc.dk\\\/da\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Intelligent forsvarsv\u00e6rk mod hackere\u00a0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#website\",\"url\":\"https:\\\/\\\/direc.dk\\\/da\\\/\",\"name\":\"DIREC\",\"description\":\"Digital Research Centre Denmark\",\"publisher\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/direc.dk\\\/da\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"da-DK\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#organization\",\"name\":\"DIREC\",\"url\":\"https:\\\/\\\/direc.dk\\\/da\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"da-DK\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2021\\\/02\\\/DIREC_logo_2023_bla.png\",\"contentUrl\":\"https:\\\/\\\/direc.dk\\\/wp-content\\\/uploads\\\/2021\\\/02\\\/DIREC_logo_2023_bla.png\",\"width\":2786,\"height\":786,\"caption\":\"DIREC\"},\"image\":{\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/direc.dk\\\/da\\\/#\\\/schema\\\/person\\\/3fcdff2b9bc83fcb7b642fa67a946f38\",\"name\":\"Susanne Br\u00f8ndberg\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"da-DK\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g\",\"caption\":\"Susanne Br\u00f8ndberg\"},\"url\":\"https:\\\/\\\/direc.dk\\\/da\\\/author\\\/susanne\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC","description":"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/","og_locale":"da_DK","og_type":"article","og_title":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC","og_description":"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.","og_url":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/","og_site_name":"DIREC","article_published_time":"2025-10-25T16:06:01+00:00","article_modified_time":"2026-04-27T13:57:05+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg","type":"image\/jpeg"}],"author":"Susanne Br\u00f8ndberg","twitter_card":"summary_large_image","twitter_misc":{"Skrevet af":"Susanne Br\u00f8ndberg","Estimeret l\u00e6setid":"1 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#article","isPartOf":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/"},"author":{"name":"Susanne Br\u00f8ndberg","@id":"https:\/\/direc.dk\/da\/#\/schema\/person\/3fcdff2b9bc83fcb7b642fa67a946f38"},"headline":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0","datePublished":"2025-10-25T16:06:01+00:00","dateModified":"2026-04-27T13:57:05+00:00","mainEntityOfPage":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/"},"wordCount":153,"publisher":{"@id":"https:\/\/direc.dk\/da\/#organization"},"image":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#primaryimage"},"thumbnailUrl":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg","keywords":["Next gen cybersecurity"],"articleSection":["Cybersikkerhed","Projekt"],"inLanguage":"da-DK"},{"@type":"WebPage","@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/","url":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/","name":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0 - DIREC","isPartOf":{"@id":"https:\/\/direc.dk\/da\/#website"},"primaryImageOfPage":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#primaryimage"},"image":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#primaryimage"},"thumbnailUrl":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg","datePublished":"2025-10-25T16:06:01+00:00","dateModified":"2026-04-27T13:57:05+00:00","description":"Dette forskningsprojekt unders\u00f8ger robust netv\u00e6rksindtr\u00e6ngningsdetektion ved hj\u00e6lp af differentierbar logik \u2014 med fokus p\u00e5 at udvikle intelligente, forklarlige AI-forsvar, der styrker cybersikkerheden mod hackere og voksende digitale trusler.","breadcrumb":{"@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#breadcrumb"},"inLanguage":"da-DK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/"]}]},{"@type":"ImageObject","inLanguage":"da-DK","@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#primaryimage","url":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg","contentUrl":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection.jpg","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/direc.dk\/da\/intelligent-forsvarsvaerk-mod-hackere\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/direc.dk\/da\/"},{"@type":"ListItem","position":2,"name":"Intelligent forsvarsv\u00e6rk mod hackere\u00a0"}]},{"@type":"WebSite","@id":"https:\/\/direc.dk\/da\/#website","url":"https:\/\/direc.dk\/da\/","name":"DIREC","description":"Digital Research Centre Denmark","publisher":{"@id":"https:\/\/direc.dk\/da\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/direc.dk\/da\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"da-DK"},{"@type":"Organization","@id":"https:\/\/direc.dk\/da\/#organization","name":"DIREC","url":"https:\/\/direc.dk\/da\/","logo":{"@type":"ImageObject","inLanguage":"da-DK","@id":"https:\/\/direc.dk\/da\/#\/schema\/logo\/image\/","url":"https:\/\/direc.dk\/wp-content\/uploads\/2021\/02\/DIREC_logo_2023_bla.png","contentUrl":"https:\/\/direc.dk\/wp-content\/uploads\/2021\/02\/DIREC_logo_2023_bla.png","width":2786,"height":786,"caption":"DIREC"},"image":{"@id":"https:\/\/direc.dk\/da\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/direc.dk\/da\/#\/schema\/person\/3fcdff2b9bc83fcb7b642fa67a946f38","name":"Susanne Br\u00f8ndberg","image":{"@type":"ImageObject","inLanguage":"da-DK","@id":"https:\/\/secure.gravatar.com\/avatar\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e8d2e418b1a0402f1ebb3e45dc93b7b681ec163ec692e71cb65c848ff80d3ab7?s=96&d=mm&r=g","caption":"Susanne Br\u00f8ndberg"},"url":"https:\/\/direc.dk\/da\/author\/susanne\/"}]}},"dynamic_page_title":"","dynamic_page_description":"Normalt bev\u00e6ger data sig sikkert gennem netv\u00e6rket. Men et cyberangreb kan \u00e6ndre alt\u2014ofte uden at blive opdaget. I mange tilf\u00e6lde ligner det helt normal adf\u00e6rd og afviger kun en smule i timing eller r\u00e6kkef\u00f8lge.<br><br>Et traditionelt NIDS (Network Intrusion Detection System), der er baseret p\u00e5 syntetiske data, har ofte sv\u00e6rt ved at opdage denne type subtile angreb. Ved at supplere med differentierbare logikker\u2014tr\u00e6net p\u00e5 virkelige data og forankret i sikkerhedsregler\u2014kan systemet imidlertid advare i tide, selv n\u00e5r angreb bevidst er camoufleret.<br><br>I dette forskningsprojekt vil forskere fra ITU, DTU, AAU og teleselskabet TDC NET forene maskinl\u00e6ringens fleksibilitet med logikkens pr\u00e6cision. Ved at udvikle differentierbare logikker opn\u00e5r overv\u00e5gningssystemet en form for digital intuition, som g\u00f8r det i stand til at \u201ct\u00e6nke ud af boksen\u201d og afsl\u00f8re manipulationer fra fjendtlige systemer.","dynamic_page_partners":"\n <div style=\"text-align: left;margin: 20px 0\">\n <div style=\"max-width: 100%\">\n <img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/05\/AAU_logo_lUK.png\" alt=\"Aalborg University logo\" style=\"height: 75px;width: auto;min-width: 75px;max-width: 200px;object-fit: contain;margin: 0 25px 25px 0;vertical-align: middle\" \/><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2024\/05\/DTU-logo-lille.png\" alt=\"Technical University of Denmark logo\" style=\"height: 75px;width: auto;min-width: 75px;max-width: 200px;object-fit: contain;margin: 0 25px 25px 0;vertical-align: middle\" \/><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/ITU_logo_UK.png\" alt=\"IT University Copenhagen logo\" style=\"height: 75px;width: auto;min-width: 75px;max-width: 200px;object-fit: contain;margin: 0 25px 25px 0;vertical-align: middle\" \/><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2026\/03\/TDC-net_logo.png\" alt=\"TDC net logo\" style=\"height: 75px;width: auto;min-width: 75px;max-width: 200px;object-fit: contain;margin: 0 25px 25px 0;vertical-align: middle\" \/>\n <\/div>\n <\/div>\n ","dynamic_page_scientific_impact":"Projektet bygger videre p\u00e5 NFC-projektet \u201cRobust AI Algorithms for Network Intrusion Detection\u201d fra 2025, hvor den f\u00f8rste prototype p\u00e5 et NIDS med differentierbare logikker blev udviklet.<br><br>N\u00e6ste skridt er at validere teknologien i samarbejde med TDC NET, som stiller adgang til reel netv\u00e6rksinfrastruktur og kunder til r\u00e5dighed. Dette udg\u00f8r et vigtigt supplement til den eksisterende forskning og giver en enest\u00e5ende mulighed for at afpr\u00f8ve NIDS med differentierbare logikker i et produktionsmilj\u00f8, som forskere normalt ikke har adgang til.<br><br>For at videreudvikle prototypen til en l\u00f8sning klar til praktisk anvendelse vil forskerne identificere og integrere en bred vifte af nye funktioner i systemet. Forskere fra ITU fokuserer p\u00e5 at formalisere de differentierbare logikker, mens DTU og AAU arbejder med at videreudvikle detektionssystemerne og integrere kunstig intelligens.<br><br>Teamet vil indsamle tr\u00e6ningsdata for relevante angreb, og TDC NET vil validere den endelige detektionsmekanisme p\u00e5 baggrund af reel netv\u00e6rkstrafik. Ambitionen er at bygge bro mellem teori og praksis, s\u00e5 teknologien kan skaleres ud over laboratoriet og bidrage til at styrke cybersikkerheden i samfundet.","dynamic_page_people":"\n <table style=\"width: 100%;border-collapse: collapse;margin: 20px 0;border: none;background: none\">\n <tbody style=\"border: none;background: none\">\n \n <tr>\n <td style=\"padding: 12px;text-align: center;vertical-align: top;border: none;background: none\">\n <div class=\"researcher-photo\"><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Alessandro-Bruni.jpg\" alt=\"Alessandro Bruni\" style=\"width: 80px;height: 80px;min-width: 80px;min-height: 80px;border-radius: 50%;object-fit: cover;border: 2px solid #ddd;display: block;margin: 0 auto;max-width: 100%\" \/><\/div>\n <\/td>\n <td style=\"padding: 12px;vertical-align: top;border: none;background: none\">\n <div class=\"participant-name\" style=\"font-weight: normal;font-size: 18px;color: #1C2966\">Alessandro Bruni - Associate Professor - IT University Copenhagen<\/div>\n <\/td>\n <\/tr>\n \n <tr>\n <td style=\"padding: 12px;text-align: center;vertical-align: top;border: none;background: none\">\n <div class=\"researcher-photo\"><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Nicola-Dragoni.jpg\" alt=\"Nicola Dragoni\" style=\"width: 80px;height: 80px;min-width: 80px;min-height: 80px;border-radius: 50%;object-fit: cover;border: 2px solid #ddd;display: block;margin: 0 auto;max-width: 100%\" \/><\/div>\n <\/td>\n <td style=\"padding: 12px;vertical-align: top;border: none;background: none\">\n <div class=\"participant-name\" style=\"font-weight: normal;font-size: 18px;color: #1C2966\">Nicola Dragoni - Professor - Technical University of Denmark<\/div>\n <\/td>\n <\/tr>\n \n <tr>\n <td style=\"padding: 12px;text-align: center;vertical-align: top;border: none;background: none\">\n <div class=\"researcher-photo\"><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Giorgio-Bacci.jpg\" alt=\"Giorgio Bacci\" style=\"width: 80px;height: 80px;min-width: 80px;min-height: 80px;border-radius: 50%;object-fit: cover;border: 2px solid #ddd;display: block;margin: 0 auto;max-width: 100%\" \/><\/div>\n <\/td>\n <td style=\"padding: 12px;vertical-align: top;border: none;background: none\">\n <div class=\"participant-name\" style=\"font-weight: normal;font-size: 18px;color: #1C2966\">Giorgio Bacci - Associate Professor - Aalborg University<\/div>\n <\/td>\n <\/tr>\n \n <tr>\n <td style=\"padding: 12px;text-align: center;vertical-align: top;border: none;background: none\">\n <div class=\"researcher-photo\"><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Gusts-Grinbergs.jpg\" alt=\"Gust Grinbergs\" style=\"width: 80px;height: 80px;min-width: 80px;min-height: 80px;border-radius: 50%;object-fit: cover;border: 2px solid #ddd;display: block;margin: 0 auto;max-width: 100%\" \/><\/div>\n <\/td>\n <td style=\"padding: 12px;vertical-align: top;border: none;background: none\">\n <div class=\"participant-name\" style=\"font-weight: normal;font-size: 18px;color: #1C2966\">Gust Grinbergs - Research Assistant - IT University Copenhagen<\/div>\n <\/td>\n <\/tr>\n \n <tr>\n <td style=\"padding: 12px;text-align: center;vertical-align: top;border: none;background: none\">\n <div class=\"researcher-photo\"><img src=\"https:\/\/direc.dk\/wp-content\/uploads\/2026\/04\/Lars-Gottschalk.jpg\" alt=\"Lars Gottshalk\" style=\"width: 80px;height: 80px;min-width: 80px;min-height: 80px;border-radius: 50%;object-fit: cover;border: 2px solid #ddd;display: block;margin: 0 auto;max-width: 100%\" \/><\/div>\n <\/td>\n <td style=\"padding: 12px;vertical-align: top;border: none;background: none\">\n <div class=\"participant-name\" style=\"font-weight: normal;font-size: 18px;color: #1C2966\">Lars Gottshalk - Senior Director, Cyber Defense Center - TDC net<\/div>\n <\/td>\n <\/tr>\n \n <\/tbody>\n <\/table>\n ","dynamic_page_project_period":"2026-2027","dynamic_page_funding":"DKK 2.000.000","dynamic_page_publications":"","dynamic_page_cover_image":"https:\/\/direc.dk\/wp-content\/uploads\/2025\/10\/Network-Intrusion-detection-768x432.jpg","_links":{"self":[{"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/posts\/38524","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/comments?post=38524"}],"version-history":[{"count":3,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/posts\/38524\/revisions"}],"predecessor-version":[{"id":42060,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/posts\/38524\/revisions\/42060"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/media\/38519"}],"wp:attachment":[{"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/media?parent=38524"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/categories?post=38524"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/direc.dk\/da\/wp-json\/wp\/v2\/tags?post=38524"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}