{"id":2418,"date":"2026-05-07T13:15:48","date_gmt":"2026-05-07T10:15:48","guid":{"rendered":"https:\/\/marshallai.com\/?page_id=2418"},"modified":"2026-08-24T14:22:36","modified_gmt":"2026-08-24T11:22:36","slug":"alykas-liikenne-ja-urbaani-liikkuminen","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/industries\/smart-traffic-urban-mobility\/","title":{"rendered":"\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<div class=\"gb-element-5b2eb2c1\"><nav style=\"--separator: &quot;\/&quot;\" class=\"wp-block-breadcrumbs\" aria-label=\"Murupolku\"><ol><li><a href=\"https:\/\/marshallai.com\/fi\/\">Etusivu<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/fi\/industries\/\">Toimialat<\/a><\/li><li><span aria-current=\"page\">\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h1 class=\"gb-text mai-headline\">Risteykset, jotka ajattelevat. Kaupungit, jotka hengitt\u00e4v\u00e4t.<\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text\">V\u00e4henn\u00e4 CO2-p\u00e4\u00e4st\u00f6j\u00e4 ja poista hukka-ajat teollisuustason teko\u00e4lyll\u00e4 mukautuvaa liikenteenohjausta varten. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI tarjoaa reuna-\u00e4lykkyytt\u00e4 nykyaikaisille <strong>\u00c4lykk\u00e4\u00e4t liikennej\u00e4rjestelm\u00e4t<\/strong>, muuttaen tavalliset risteykset datavetoisiksi solmukohdiksi.<\/p>\n\n\n\n<div class=\"gb-element-e5935ff8\">\n<a class=\"gb-text gb-text-e173f5f7 mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/ota-yhteytta\/\">Pyyd\u00e4 demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/fi\/tapaustutkimukset\/\">N\u00e4yt\u00e4 tapaustutkimukset<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad94e6c085dd&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad94e6c085dd\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" 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\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp\" alt=\"\" class=\"wp-image-2175\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-300x172.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-768x440.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view.webp 1500w\" 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<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"mai-section gb-element-207c56eb\">\n<div class=\"mai-container_inner-content 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 loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png\" alt=\"\" title=\"Tukholman kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo-300x60.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png\" alt=\"\" title=\"Lappeenrannan kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo-300x60.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Helsingin-kaupunki-logo-svg.svg\" alt=\"\" title=\"Helsingin kaupunki logo svg\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content gb-element-c47aa3ea\">\n<div class=\"gb-element-9e0b1d8b mai-reveal\">\n<p class=\"gb-text-25c48d95\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Mukautuva liikennevaloautomaatio<\/strong> (ATSC)<\/span><\/p>\n\n\n\n<p class=\"gb-text\">Poista \u201ckuolleet sekunnit\u201d s\u00e4\u00e4t\u00e4m\u00e4ll\u00e4 vihreit\u00e4 valoja reaaliaikaisen ajoneuvo- ja jalankulkijatiheyden perusteella.<\/p>\n\n\n\n<p class=\"gb-text-8d5bfa71\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Reaaliaikainen liikennevalojen optimointi<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">V\u00e4henn\u00e4 kaupunkiruuhkia ja saavuta kuntien kest\u00e4v\u00e4n kehityksen tavoitteet.<\/p>\n\n\n\n<p class=\"gb-text-88a29fd8\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Aktiivisen liikhtumisen priorisointi<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Tunnista ja priorisoi py\u00f6r\u00e4ilij\u00e4t ja jalankulkijat kaupunkiturvallisuuden parantamiseksi ja vihre\u00e4n liikkumisen edist\u00e4miseksi.<\/p>\n\n\n\n<p class=\"gb-text-1d4f6105\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Vaativien s\u00e4\u00e4olojen luotettavuus<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Todistettu suorituskyky suomalaisissa talviolosuhteissa; s\u00e4ilytt\u00e4\u00e4 99%-tarkkuuden runsaslumisissa olosuhteissa, sumussa ja h\u00e4m\u00e4r\u00e4ss\u00e4.<\/p>\n\n\n\n<p class=\"gb-text-887f3b75\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Hiilidioksidi- ja p\u00e4\u00e4st\u00f6v\u00e4hennykset<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Pienemm\u00e4t joutok\u00e4yntiajat ja p\u00e4\u00e4st\u00f6t edist\u00e4v\u00e4t suoraan kuntien hiilineutraaliustavoitteita.<\/p>\n\n\n\n<p class=\"gb-text-615aeb57\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Reunak\u00e4sittely<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Eritt\u00e4in matalan viiveen ohjaus tiukalla tietosuojalla; k\u00e4sittele videovirta kokonaan paikallisesti.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-2b341c8a mai-reveal\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"840\" class=\"gb-media-254f0c2c\" alt=\"\" title=\"MarshallAI-tapaustutkimus \u2013 AI4Cities\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-300x168.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-1024x573.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-768x430.webp 768w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/>\n\n\n\n<img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"773\" class=\"gb-media-99d01645\" alt=\"\" title=\"MarshallAI_Case-Vantaa_julkinen-koontin\u00e4ytt\u00f6\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp 1600w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-300x145.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-768x371.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1536x742.webp 1536w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-006c1760 mai-headline mai-reveal\">Kent\u00e4ll\u00e4 todistettu, turvallinen ja tarkka<\/h2>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-b912bdcb\">\n<div class=\"gb-element-e58c60ec\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"902\" class=\"gb-media-31ad73a3\" alt=\"\" title=\"MAI-icon-performance-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-768x770.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h3 class=\"gb-text\">Kest\u00e4v\u00e4 sijoitetun p\u00e4\u00e4oman tuotto<\/h3>\n\n\n\n<p class=\"gb-text\">V\u00e4henn\u00e4 ruuhkista johtuvia taloudellisia menetyksi\u00e4 ja saavuta ymp\u00e4rist\u00f6tavoitteet optimoidun virran avulla.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-ef2d39cd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"900\" class=\"gb-media-d4a2a5cb\" alt=\"\" title=\"MAI-kuvake-suomi\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-768x768.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h3 class=\"gb-text\">Suvereeni ja turvallinen<\/h3>\n\n\n\n<p class=\"gb-text\">GDPR-yhteensopiva suunnittelusta alkaen. Vain numeerista dataa. Ilman verkkoa toimivat j\u00e4rjestelm\u00e4mme k\u00e4sittelev\u00e4t kaiken paikallisesti risteyksess\u00e4.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-6b3c2c98\">\n<img decoding=\"async\" class=\"gb-media-9c399266\" alt=\"\" title=\"MAI-icon-nodebased-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-nodebased-trans-v2.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">L\u00e4hes v\u00e4lit\u00f6n kytkent\u00e4<\/h3>\n\n\n\n<p class=\"gb-text\">Suora integrointi Swarco- ja Yunex-ohjaimiin NTCIP- ja muiden teollisuusprotokollien kautta.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-5ed1f395\">\n<img decoding=\"async\" class=\"gb-media-0b193b11\" alt=\"\" title=\"MAI-icon-security-shield-trans\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-security-shield-trans.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">infrastruktuuririippumaton<\/h3>\n\n\n\n<p class=\"gb-text\">K\u00e4yt\u00e4 olemassa olevaa IP-kameraerustusta tai ota k\u00e4ytt\u00f6\u00f6n k\u00e4ytt\u00f6valmis \u201cbox\u201d-laatikko esintegroiduilla antureilla.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-f08846bc\">\n<img decoding=\"async\" class=\"gb-media-4ed66ce0\" alt=\"\" title=\"MAI-icon-multimodal-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-multimodal-trans-v2.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">Luokittelu<\/h3>\n\n\n\n<p class=\"gb-text\">Luokittele samanaikaisesti henkil\u00f6autot, raskas rahti, bussit, py\u00f6r\u00e4ilij\u00e4t ja jalankulkijat yhdell\u00e4 anturilla.<\/p>\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\">Todistetut ratkaisut kohteeseen <em>kaupunkiliikenne<\/em><\/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-2174 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-case-study tag-computer-vision tag-edge-computing tag-smart-cities tag-traffic-control tag-traffic-counting tag-traffic-management tag-traffic-statistics\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/vantaa-traffic-infrastructure-actuation\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2135\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-1024x575.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view.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\/vantaa-traffic-infrastructure-actuation\/\">Fyysisen infrastruktuurin k\u00e4ytt\u00f6\u00f6notto: Miten MarshallAI saavutti 99,8%:n luotettavuuden vaativissa olosuhteissa<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Tutustu siihen, kuinka MarshallAI:n reunakuvantunnistusj\u00e4rjestelm\u00e4 seuraa moitteettomasti monimutkaisia kohteita \u00e4\u00e4rimm\u00e4isiss\u00e4 olosuhteissa ja saavuttaa 99,8%:n luotettavuusasteen jalankulkijoiden tunnistuksessa samalla, kun se laukaisee turvallisesti fyysisen infrastruktuurin ohjauslaitteet reaaliajassa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2123 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-ai-vision tag-case-study tag-computer-vision tag-emission-reduction tag-machine-vision tag-traffic-control tag-traffic-counting tag-traffic-management\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2133\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction.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\/ai4cities-intelligent-traffic-intersection-management\/\">\u00c4lykk\u00e4\u00e4mm\u00e4t risteykset, v\u00e4hemm\u00e4n p\u00e4\u00e4st\u00f6j\u00e4: MarshallAI ja AI4Cities<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">MarshallAI on osoittanut toimivuutensa kriittisiss\u00e4 j\u00e4rjestelmiss\u00e4 ja jatkuvassa k\u00e4yt\u00f6ss\u00e4. Helsingiss\u00e4 ja Pariisissa k\u00e4ytt\u00f6\u00f6notettu syv\u00e4oppimisalustamme ohjasi itsen\u00e4isesti reaaliaikaista infrastruktuuria, mink\u00e4 ansiosta p\u00e4\u00e4st\u00f6j\u00e4 saatiin v\u00e4hennetty\u00e4 jopa 8%. <\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\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<\/ul><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-2d6d12af\">\n<div class=\"gb-element-15187f43\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Kaupunkitiedustelu: Videosy\u00f6tteist\u00e4 totuustasoon<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">\u00c4l\u00e4 en\u00e4\u00e4 arvaile. MarshallAI tarjoaa kaupunkisuunnittelijoille tarvittavat tarkat tiedot, joiden avulla he voivat perustella infrastruktuuri-investointeja ja saavuttaa kest\u00e4vyystavoitteet. Reunapohjainen analytiikkamme muuntaa tavalliset kamerakuvat nimett\u00f6m\u00e4ksi, k\u00e4yt\u00e4nn\u00f6nl\u00e4heiseksi tiedoksi. Suunniteltu GDPR-vaatimusten mukaiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Multimodaalinen kulkutapaosuus<\/strong> \u2013 Henkil\u00f6autojen, raskaan liikenteen, py\u00f6r\u00e4ilij\u00f6iden ja jalankulkijoiden v\u00e4lisen suhteen reaaliaikainen seuranta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Risteysliikennem\u00e4\u00e4r\u00e4t<\/strong> \u2013 Tarkka sis\u00e4\u00e4n- ja ulosajovirtojen kartoitus monimutkaisten risteyksien optimoimiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Turvallisuus ja vaaratilanteiden havaitseminen<\/strong> \u2013 Tunnista ajoneuvojen ja suojattomien tienk\u00e4ytt\u00e4jien v\u00e4liset korkean riskin konfliktialueet ennen onnettomuuksien tapahtumista.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>jalankulkijoiden omat polut<\/strong> \u2013 L\u00e4mp\u00f6kartta todellisista k\u00e4velyreiteist\u00e4 vs. virallisista jalkak\u00e4yt\u00e4vist\u00e4 kaupunkisuunnittelun ohjaamiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Jonotus- ja viivemittarit<\/strong> \u2013 Mittaa \u201ckuolleet sekunnit\u201d, odotusajat ja pullonkaulojen pituudet tarvepaikassa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resurssien ja ajokaistojen k\u00e4ytt\u00f6aste<\/strong> \u2013 Seuraa bussikaistojen, kimppakyytikaistojen ja erillisten py\u00f6r\u00e4teiden tehokkuutta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ymp\u00e4rist\u00f6vaikutusten mallintaminen<\/strong> \u2013 Korreloi joutok\u00e4yntiaikoja hiilidioksidip\u00e4\u00e4st\u00f6jen kanssa hiilineutraaliuden saavuttamisen edistymisen seuraamiseksi.<\/p>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad94e6c0dee5&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad94e6c0dee5\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" 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\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp\" alt=\"\" class=\"wp-image-2176\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-300x145.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-768x371.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1536x742.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp 1600w\" 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\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad94e6c0e21f&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad94e6c0e21f\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"310\" 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\/05\/MarshallAI_smart-traffic-stats-1500x310.webp\" alt=\"\" class=\"wp-image-2566\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-1500x310.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-500x103.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-768x159.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-1536x318.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats.webp 1634w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><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 mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-587d2bc4\">\n<div class=\"gb-element-87e2ea30\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Mukautuva liikennevalo ohjaus<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Mene kiinteit\u00e4 ajastinjaksoja pidemm\u00e4lle. Alustamme mahdollistaa todellisen <strong>Mukautuva liikennevalo ohjaus<\/strong>, optimoiden vihre\u00e4n ajan jakoa todellisen kysynn\u00e4n perusteella.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad94e6c0e4c0&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad94e6c0e4c0\" 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\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp\" alt=\"\" class=\"wp-image-2133\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction.webp 1500w\" 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\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-1475a085\">\n<div class=\"gb-element-531a117a\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Saumaton integraatio jo k\u00e4ytt\u00e4m\u00e4si ekosysteemin kanssa<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Emme usko \u201ctoimittajariippuvuuteen\u201d. MarshallAI on suunniteltu toimimaan nykyisen infrastruktuurisi \u201caivoina\u201d. Ohjelmistomme integroituu saumattomasti videohallintaohjelmistoihin, kuten <strong>Milestone XProtect<\/strong> ja <strong>Genetec<\/strong> visualisointia varten ja kommunikoi suoraan <strong>Swarco<\/strong> ja muiden suurten liikennevalos\u00e4\u00e4timien kanssa.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad94e6c0e722&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad94e6c0e722\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" 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\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp\" alt=\"\" class=\"wp-image-2175\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-300x172.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-768x440.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view.webp 1500w\" 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\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-133f3631\">\n<div class=\"gb-element-18c3a912\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Katua varten<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Kaupunkiymp\u00e4rist\u00f6t ovat armottomia. Meid\u00e4n <a href=\"https:\/\/marshallai.com\/fi\/reid-edge-laite\/\" data-type=\"page\" data-id=\"993\"><strong>REID4-reunalaiteet<\/strong> <\/a>sijoitetaan IP66-luokiteltuihin, ilmastoituihin koteloihin, jotka on suunniteltu toimimaan 24\/7 \u00e4\u00e4rimm\u00e4isiss\u00e4 l\u00e4mp\u00f6tiloissa. Kahdennetun UPS-virran ja tietoturvallisen 5G\/LTE-varmistusyhteyden ansiosta liikenne\u00e4lysi pysyy toiminnassa s\u00e4hk\u00f6verkon vaihteluista huolimatta.<br>Aurinkoenergialla toimivia ratkaisuja on saatavilla.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"900\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-675x900.webp\" alt=\"\" class=\"wp-image-2541\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-675x900.webp 675w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-375x500.webp 375w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-768x1024.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-1152x1536.webp 1152w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-1536x2048.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-scaled.webp 1920w\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" \/><\/figure>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Ajattelevat risteykset. Hengitt\u00e4v\u00e4t kaupungit v\u00e4hent\u00e4v\u00e4t CO2-p\u00e4\u00e4st\u00f6j\u00e4 ja poistavat kuolevat sekunnit teollisuustason teko\u00e4lyn avulla mukautuvaan liikenteen hallintaan. MarshallAI tarjoaa reunantiedustelun modernille \u00e4lyliikennej\u00e4rjestelm\u00e4lle (ITS), muuttamalla tavalliset risteykset datan ohjauksessa toimiviksi keskuksiksi. Pyyd\u00e4 demo N\u00e4yt\u00e4 tapaus esimerkkej\u00e4 Adaptiivinen liikennevalo-ohjaus (ATSC) Poista \u201ckuolevat sekunnit\u201d s\u00e4\u00e4t\u00e4m\u00e4ll\u00e4 vihre\u00e4\u00e4 valoa... <a title=\"\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/industries\/smart-traffic-urban-mobility\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta Smart Traffic &amp; Urban Mobility\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2125,"parent":2393,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-2418","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/comments?post=2418"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418\/revisions"}],"predecessor-version":[{"id":3537,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418\/revisions\/3537"}],"up":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2125"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=2418"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}