{"id":3040,"date":"2026-06-15T13:17:49","date_gmt":"2026-06-15T10:17:49","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3040"},"modified":"2026-09-21T10:34:13","modified_gmt":"2026-09-21T07:34:13","slug":"kriittisen-infrastruktuurin-kehansuojaus","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/perimeter-critical-infrastructure-protection\/","title":{"rendered":"Alueen ja kriittisen infrastruktuurin suojaus"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"gbp-section__inner gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<div class=\"gb-element-5bbe818f\">\n<p class=\"gb-text\"><a href=\"https:\/\/marshallai.com\/fi\/\" data-type=\"page\" data-id=\"25\">Koti<\/a> \/ <a href=\"https:\/\/marshallai.com\/fi\/ratkaisut\/\" data-type=\"page\" data-id=\"2395\">Ratkaisut<\/a> \/ Reunojen ja kriittisen infrastruktuurin suojaus<\/p>\n<\/div>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\">Reaaliaikainen teko\u00e4lypohjainen keh\u00e4- ja kriittisen infrastruktuurin suojaus<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Perinteinen keh\u00e4nvalvonta perustuu kameroiden kuvan ihmisvetoiseen seurantaan. Valvojat missaavat tapahtumia. Tallenteita tarkastellaan vasta j\u00e4lkik\u00e4teen. Reagointi tulee liian my\u00f6h\u00e4\u00e4n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI:n AFSA-alusta valvoo kaikkia anturien sy\u00f6tteit\u00e4 samanaikaisesti, havaitsee tunkeutumiset ja poikkeamat reaaliajassa sek\u00e4 laukaisee h\u00e4lytyksi\u00e4 tai fyysisi\u00e4 toimenpiteit\u00e4 automaattisesti. Ei pilvipalvelua. Tiedot eiv\u00e4t poistu laitokselta. Ei riippuvuutta verkkoyhteydest\u00e4.<\/p>\n\n\n\n<div class=\"gb-element-1c3832b0\">\n<a class=\"gb-text gb-text-10574e93 mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/ota-yhteytta\/\">Pyyd\u00e4 tarjous<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6acfae24c2350&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6acfae24c2350\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1339\" height=\"753\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/2026-06_MarshallAI_perimeter-security-airport3.webp\" alt=\"\" class=\"wp-image-2933\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/2026-06_MarshallAI_perimeter-security-airport3.webp 1339w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/2026-06_MarshallAI_perimeter-security-airport3-500x281.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/2026-06_MarshallAI_perimeter-security-airport3-768x432.webp 768w\" sizes=\"auto, (max-width: 1339px) 100vw, 1339px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gbp-section gb-element-207c56eb mai-bg-alt-1\">\n<div class=\"gb-element-0ed52b43\">\n<div class=\"gb-element-367c01c4\">\n<div class=\"gb-text gb-text-a7fb84b8 mai-eyebrow\">Luotettu<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img decoding=\"async\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"\" title=\"Suomen tulli Tulli logo svg\"\/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Securitas-Technology-logo-svg.svg\" alt=\"\" title=\"Securitas Technology -logo (svg)\"\/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Department-of-war-logo-svg.svg\" alt=\"\" title=\"Sotaministeri\u00f6n logo svg\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a7cd9bbe\">\n<div class=\"gbp-section__inner gb-element-32ffddf5\">\n<div class=\"gb-element-575113d7 mai-reveal\">\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong>Murron havaitseminen aitojen, porttien ja avoimien rajojen yli<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Lennokkien ja UAV-laitteiden havaitseminen EO\/IR-videosta, akustisista antureista ja radiotaajuusspektrist\u00e4<\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong>Monisensorifuusio \u2014 yhdist\u00e4 kameran, l\u00e4mp\u00f6kameran, akustiset ja tutkatietueet yhdeksi havaintokerrokseksi<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong>Automatisoidut h\u00e4lytykset ja fyysiset toiminnot: puomit, valaistus, h\u00e4lytykset, kulunvalvonta<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong>Toimii olemassa olevien IP-kameroiden ja vanhan analogisen CCTV-infrastruktuurin kanssa<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong><strong>T\u00e4ysin eristetty verkosta (air-gapped) \u2013 ei pilviriippuvuutta eik\u00e4 ulkoista tiedonsiirtoa<\/strong><\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong><strong><strong>Suunniteltu GDPR-vaatimusten mukaiseksi \u2014 ei biometrisi\u00e4 tietoja, ei kasvojentunnistusta, ellei sit\u00e4 ole nimenomaisesti m\u00e4\u00e4ritetty<\/strong><\/strong><\/strong><\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6acfae24c2cd5&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6acfae24c2cd5\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone-1024x576.webp\" alt=\"\" class=\"wp-image-2052\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone-1536x864.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone.webp 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"wp-block-heading has-text-align-center mai-reveal mai-headline\">K\u00e4ytt\u00f6tapaukset<\/h2>\n\n\n\n<div class=\"mai-container_inner-content gb-element-8f1e8c57\">\n<div class=\"gb-element-cc5a6eed\">\n<div class=\"gb-element-79f91d7c\">\n<div class=\"gb-element-def79192\"><\/div>\n\n\n\n<div class=\"gb-element-149c1c88\">\n<h3 class=\"gb-text\">Ty\u00f6ajan ulkopuolinen alueen tunkeutumisen havaitseminen<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Havaita luvaton p\u00e4\u00e4sy aidatuille alueille, teollisuuslaitoksiin, satamiin ja kunnallistekniikan infrastruktuuriin toiminta-aikojen ulkopuolella. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">J\u00e4rjestelm\u00e4 pystyy oppimaan tunnistamaan normaalin taustatoiminnan \u2013 huoltoajoneuvot, villiel\u00e4imet, valaistuksen muutokset \u2013 ja antaa h\u00e4lytyksen vain todellisista poikkeamista. V\u00e4\u00e4rien h\u00e4lytysten m\u00e4\u00e4r\u00e4 on huomattavasti pienempi kuin liikkeentunnistukseen perustuvissa j\u00e4rjestelmiss\u00e4.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b5aee065\">\n<div class=\"gb-element-cf2c8214\"><\/div>\n\n\n\n<div class=\"gb-element-a5aaa8ca\">\n<h3 class=\"gb-text gb-text-040109f7\">Lennokkien ja miehitt\u00e4m\u00e4tt\u00f6mien ilma-alusten havaitseminen<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tunnistaa ja seuraa miehitt\u00e4m\u00e4tt\u00f6mi\u00e4 ilma-aluksia reaaliajassa useiden anturil\u00e4hteiden avulla, mukaan lukien EO\/IR-videokuva, akustiset anturit ja radiotaajuusspektrin tiedot. Luokittelee UAV:n tyypin ja sijainnin. Alustamme pystyy k\u00e4sittelem\u00e4\u00e4n sy\u00f6tteit\u00e4 olemassa olevasta anturij\u00e4rjestelm\u00e4st\u00e4.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-59b58b80\">\n<div class=\"gb-element-797f833b\"><\/div>\n\n\n\n<div class=\"gb-element-f9348d66\">\n<h3 class=\"gb-text\">Kriittisen infrastruktuurin valvonta<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Energiakohteiden, vesi-infrastruktuurin, liikenteen solmukohtien ja viestint\u00e4laitteistojen jatkuva valvonta. Ajoneuvojen tunkeutumisen, murtoyritysten ja herk\u00e4n laitteiston l\u00e4heisyydess\u00e4 tapahtuvan loiteringin havaitseminen. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Integroituu fyysisiin sulkulaitteisiin automatisoituja tai ihmisen ohjaamia vasteita varten.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-62641e3d\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-62143277\">\n<h2 class=\"gb-text gb-text-d1064ca6 mai-headline mai-reveal\">Asiakastarinat<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div><ul class=\"gbp-list--unstyled gb-looper-5cf487fa\">\n<li class=\"gb-loop-item post-2091 case-study type-case-study status-publish has-post-thumbnail hentry category-security category-smart-cities tag-ai-security-monitoring tag-case-study tag-crowd-analytics tag-crowd-counting tag-intrusion-detection tag-ip-camera-security tag-legacy-camera-integration tag-local-network tag-privacy-first-ai tag-security tag-security-monitoring tag-theme-park tag-video-management-system tag-visitor-flow tag-vms\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" alt=\"\" data-media-id=\"2092\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-300x200.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-1024x683.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero.webp 1500w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\">Vanhentuneen infrastruktuurin p\u00e4ivitt\u00e4minen: Joukko-analytiikka ja tietoturva ilman pilviriippuvuutta<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Opi, miten hy\u00f6dynsimme S\u00e4rk\u00e4nniemen huvipuiston olemukseltaan valmista kamerainfrastruktuuria reaaliaikaisen videon k\u00e4sittelyyn suljetussa l\u00e4hiverkossa \u2013 mik\u00e4 mahdollistaa turvallisuus- ja yleis\u00f6virta-analytiikan s\u00e4ilytt\u00e4en samalla yksityisyyden.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Turvallisuus<\/span> <span>\u00c4lykaupungit<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2124 case-study type-case-study status-publish has-post-thumbnail hentry category-defence category-edge-ai tag-case-study tag-computer-vision tag-edge-computing tag-edge-device tag-edge-processing tag-machine-vision tag-no-code-training tag-object-detection tag-offline-ai tag-rapid-deployment tag-xtech\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/xtech-challenge-win-rapid-ai-deployment\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"403\" alt=\"\" data-media-id=\"2145\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-768x403.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-768x403.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-300x158.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-1024x538.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero.webp 1200w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/xtech-challenge-win-rapid-ai-deployment\/\">Tyhj\u00e4st\u00e4 tuotantoon 1 tunnissa ja 40 minuutissa: xTech Global AI Challenge -kilpailun voittaminen<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Katso, kuinka alustamme voitti Yhdysvaltain puolustusministeri\u00f6n sponsoroiman xTech Challenge -kilpailun rakentamalla r\u00e4\u00e4t\u00e4l\u00f6idyn, t\u00e4ysin offline-tilassa toimivan esineentunnistusmallin vain tunnissa ja 40 minuutissa k\u00e4ytt\u00e4m\u00e4ll\u00e4 vain 77 viitekuvaa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Puolustus<\/span> <span>Reuna-teko\u00e4ly<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2309 case-study type-case-study status-publish has-post-thumbnail hentry category-logistics-supply-chain category-security tag-access-control tag-alpr-automatic-license-plate-recognition tag-border-security tag-case-study tag-edge-ai tag-freight-automation\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/zero-friction-borders-automating-freight-traffic-with-finnish-customs\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"419\" alt=\"\" data-media-id=\"2312\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/zero-friction-borders-automating-freight-traffic-with-finnish-customs\/\">Kitkattomat rajat: Rahtiliikenteen automatisointi Suomen Tullin kanssa<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">MarshallAI on ryhtynyt yhteisty\u00f6h\u00f6n Suomen tullin kanssa edell\u00e4k\u00e4vij\u00e4n\u00e4 automatisoidun rajavalvonnan tulevaisuudessa. Tutustu siihen, kuinka reuna-alueiden kuvantamisteknologiamme mahdollistaa raskaan rahtiliikenteen v\u00e4litt\u00f6m\u00e4n l\u00e4pikulun ja luo sujuvan rajakokemuksen.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Logistiikka ja toimitusketju<\/span> <span>Turvallisuus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n<\/ul><\/div>\n<\/div>\n<\/div>\n\n\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-002df6c4\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Vastauksia alueiden ja kriittisen infrastruktuurin suojelusta<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-accordion\" data-transition=\"fade\">\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-a91230e8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-95a2a1e6\" id=\"gb-accordion-toggle-95a2a1e6\">\n<h3 class=\"gb-text gbp-card__title gb-text-8462845e\">Mit\u00e4 on teko\u00e4lyyn perustuva aluevalvonta?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-837853b1\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-78547f3f\">\n<div class=\"gb-element-32d8ed4e\">\n<p class=\"gb-text\">Teko\u00e4lypohjainen aluevalvonta hy\u00f6dynt\u00e4\u00e4 kamera- ja anturij\u00e4rjestelmi\u00e4 yhdistettyn\u00e4 koulutettuihin tunnistusmalleihin, jotta m\u00e4\u00e4ritelty\u00e4 aluetta voidaan valvoa automaattisesti luvattoman p\u00e4\u00e4syn, ep\u00e4ilytt\u00e4v\u00e4n k\u00e4ytt\u00e4ytymisen tai turvallisuustapahtumien varalta. Toisin kuin liikkeest\u00e4 laukeavat videovalvontaj\u00e4rjestelm\u00e4t, teko\u00e4lypohjaiset j\u00e4rjestelm\u00e4t oppivat tunnistamaan normaalin toiminnan ja antavat h\u00e4lytyksen vain todellisista poikkeamista \u2014 mik\u00e4 v\u00e4hent\u00e4\u00e4 huomattavasti v\u00e4\u00e4ri\u00e4 h\u00e4lytyksi\u00e4 ja parantaa samalla tunnistuksen luotettavuutta.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-ea60d4d0\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-0a3cc5d2\" id=\"gb-accordion-toggle-0a3cc5d2\">\n<h3 class=\"gb-text gbp-card__title gb-text-2e32a8ee\">Millaisia uhkia j\u00e4rjestelm\u00e4 pystyy havaitsemaan?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-875e7dfc\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-7b045ed7\">\n<div class=\"gb-element-aa0bdc02\">\n<p class=\"gb-text\">J\u00e4rjestelm\u00e4 tunnistaa laajan valikoiman turvallisuustapahtumia, mukaan lukien alueelle tunkeutumiset jalan tai ajoneuvolla, luvaton p\u00e4\u00e4sy porttien tai aitojen kautta, drone- ja UAV-lentoalusten tunkeutumiset, ep\u00e4ilytt\u00e4v\u00e4 oleskelu herk\u00e4n kohteen l\u00e4heisyydess\u00e4 sek\u00e4 ajoneuvojen ep\u00e4tavallinen k\u00e4ytt\u00e4ytyminen. Tunnistus voidaan m\u00e4\u00e4ritt\u00e4\u00e4 kohdekohtaisiin uhkaprofiileihin kohteen ja toimintaymp\u00e4rist\u00f6n perusteella.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-4c5dbfe6\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-d836ce49\" id=\"gb-accordion-toggle-d836ce49\">\n<h3 class=\"gb-text gbp-card__title gb-text-19946ecb\">Tarvitseeko j\u00e4rjestelm\u00e4 uusia kameroita tai antureita?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-a288c271\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-01fabe42\">\n<div class=\"gb-element-57f65e32\">\n<p class=\"gb-text\">MarshallAI integroituu kohteeseesi jo asennettuihin IP-kameroihin, vanhoihin analogisiin valvontakameroihin, l\u00e4mp\u00f6kameroihin ja \u00e4\u00e4nisensoreihin. Kohteisiin, joissa tarvitaan laajennettua valvontakattavuutta, MarshallAI tarjoaa kattavan avaimet k\u00e4teen -laitepaketin, joka sis\u00e4lt\u00e4\u00e4 kamerat, valaistuksen, anturit, kaapelointin, prosessointilaitteiston ja asennuksen.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-078c35d8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-258caa04\" id=\"gb-accordion-toggle-258caa04\">\n<h3 class=\"gb-text gbp-card__title gb-text-5c4a23a9\">Miten dronejen havaitseminen toimii ilman erityist\u00e4 dronejen torjuntaan tarkoitettua laitteistoa?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-f4135bb2\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-a1e9fe15\">\n<div class=\"gb-element-30d2049d\">\n<p class=\"gb-text\">MarshallAI:n AFSA-alusta k\u00e4sittelee samanaikaisesti useiden eri anturityyppien sy\u00f6tteit\u00e4 \u2014 EO\/IR-kameroita, akustisia mikrofoneja ja RF-taajuusvastaanottimia \u2014 ja yhdist\u00e4\u00e4 ne yhdeksi tunnistuskerrokseksi. UAV-laitteiden tyyppiluokitus ja sijaintitiedot ovat saatavilla. Erillist\u00e4 drone-torjunta-antennij\u00e4rjestelm\u00e4\u00e4 tai omaa laitteistoa ei tarvita.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-26f20eee\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-602eedef\" id=\"gb-accordion-toggle-602eedef\">\n<h3 class=\"gb-text gbp-card__title gb-text-277dd59c\">Onko j\u00e4rjestelm\u00e4 GDPR-vaatimusten mukainen?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-1b628912\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-a64c06a8\">\n<div class=\"gb-element-c451bf04\">\n<p class=\"gb-text\">Kyll\u00e4. Kaikki k\u00e4sittely tapahtuu paikan p\u00e4\u00e4ll\u00e4 MarshallAI-laitteistolla. Videomateriaalia tai anturitietoja ei tarvitse siirt\u00e4\u00e4 ulkoisille palvelimille tai pilvipalveluille. J\u00e4rjestelm\u00e4 toimii nimett\u00f6mien tunnistustapahtumien perusteella sen sijaan, ett\u00e4 se tallentaisi raakamateriaalia ulkoisiin j\u00e4rjestelmiin. Biometrinen analyysi ei ole oletusarvoisesti k\u00e4yt\u00f6ss\u00e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-1898b492\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-dcc0b74b\" id=\"gb-accordion-toggle-dcc0b74b\">\n<h3 class=\"gb-text gbp-card__title gb-text-6f6f88fc\">Voiko j\u00e4rjestelm\u00e4 laukaista automaattisia fyysisi\u00e4 reaktioita?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-75855594\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-cb0c35fa\">\n<div class=\"gb-element-9689adbf\">\n<p class=\"gb-text\">Kyll\u00e4. MarshallAI liitet\u00e4\u00e4n suoraan kulunvalvontaj\u00e4rjestelmiin, puomien ohjausyksik\u00f6ihin, h\u00e4lytyskeskukseen ja valaistusj\u00e4rjestelmiin teollisuuden vakioprotokollien kautta. Kun tunnistustapahtuma tapahtuu, j\u00e4rjestelm\u00e4 voi k\u00e4ynnist\u00e4\u00e4 fyysiset toimet automaattisesti \u2013 porttien lukitsemisen, valaistuksen kytkemisen, h\u00e4lytysten soittamisen \u2013 riippumatta siit\u00e4, puuttuuko ihminen prosessiin vai ei.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-530b0924\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-54b8675e\" id=\"gb-accordion-toggle-54b8675e\">\n<h3 class=\"gb-text gbp-card__title gb-text-3b42a545\">Mihin k\u00e4ytt\u00f6ymp\u00e4rist\u00f6ihin MarshallAI on suunniteltu?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-83bb95f9\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-edd04bea\">\n<div class=\"gb-element-6afda09a\">\n<p class=\"gb-text\">J\u00e4rjestelm\u00e4 on suunniteltu jatkuvaan ulkok\u00e4ytt\u00f6\u00f6n vaativissa olosuhteissa. J\u00e4rjestelm\u00e4 <a href=\"https:\/\/marshallai.com\/fi\/reid-edge-laite\/\" data-type=\"page\" data-id=\"993\">REID-4-reunalaitety\u00f6laite<\/a> Se on IP68-luokiteltu ja MIL-STD-810H-vaatimusten mukainen, toimii -40 \u00b0C\u2013+50 \u00b0C l\u00e4mp\u00f6tiloissa ja sis\u00e4lt\u00e4\u00e4 redundantin virranhallinnan. L\u00f6yd\u00f6n suorituskyky pime\u00e4ss\u00e4, sateessa, sumussa ja lumessa voidaan parantaa termisen ja useiden anturien avulla.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Teko\u00e4lypohjainen keh\u00e4nsuojaus ja kriittisen infrastruktuurin suojaus. Autonominen tunkeutumisen havaitseminen, droonien havaitseminen ja monianturivalvonta. Paikallinen toteutus (on-premise), ei pilvipalveluriippuvuutta.<\/p>","protected":false},"featured_media":2933,"template":"","meta":{"content-type":"","footnotes":""},"categories":[43],"tags":[],"class_list":["post-3040","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-security"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3040","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/solution"}],"version-history":[{"count":9,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3040\/revisions"}],"predecessor-version":[{"id":4197,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3040\/revisions\/4197"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3040"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}