{"id":3036,"date":"2026-06-15T13:17:49","date_gmt":"2026-06-15T10:17:49","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3036"},"modified":"2026-08-28T13:38:44","modified_gmt":"2026-08-28T10:38:44","slug":"liikkumisen-analytiikka","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/mobility-analytics\/","title":{"rendered":"Liikkumisen analytiikka"},"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<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> \/ Mobility Analytics<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\">Muuta liikennekameroiden kuvamateriaali toiminnaksi <em>Liikkumisen analytiikka<\/em><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Seuraa, luokittele ja analysoi multimodaalista liikennett\u00e4 ja jalankulkijoiden liikkumista reaaliajassa. Ota k\u00e4ytt\u00f6\u00f6n reunak\u00e4siteltyj\u00e4 ja GDPR-yhteensopivia analytiikkaratkaisuja olemassa olevalle valvontakamerainfrastruktuurillesi l\u00e4hett\u00e4m\u00e4tt\u00e4 ainoatakaan tavua videotietoa pilveen.<\/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;6ab73274115d5&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab73274115d5\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"773\" 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.webp\" alt=\"\" class=\"wp-image-2176\" 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\" \/><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\/Helsingin-kaupunki-logo-svg.svg\" alt=\"\" title=\"Helsingin kaupunki logo svg\"\/>\n<\/div>\n\n\n\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\/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 loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/Stockholms-stad-logo-white.webp\" alt=\"\" title=\"Tukholman kaupungin logo valkoinen\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/Stockholms-stad-logo-white.webp 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/Stockholms-stad-logo-white-300x60.webp 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\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><strong>98% +<\/strong> Ajoneuvojen havaitsemistarkkuus vaativissa ulkoymp\u00e4rist\u00f6iss\u00e4<\/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>99.8%<\/strong> Jalankulkijoiden havaitsemisen luotettavuus reaaliaikaiseen infrastruktuurin ohjaukseen<\/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>100%<\/strong> GDPR-vaatimustenmukaisuus paikallisen, eristetyn reuna-arkkitehtuurin (edge processing) avulla<\/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>Integraatio VMS-ohjelmistojen, kuten Milestone Xprotectin ja Genetecin, 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>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>Integraatio liikennevalojen ohjauslaitteiden (Swarco, Yunex jne.) kanssa<\/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>GDPR-yhteensopiva suunnittelusta alkaen \u2013 reaaliaikainen kasvojen ja rekisterikilpien sumennus ilman biometrisi\u00e4 tietoja<\/strong><\/strong><\/strong><\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab7327411c90&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab7327411c90\" 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<\/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\">Monimuotoinen liikennelaskenta ja ajoneuvojen luokittelu<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Paikallis- ja alueviranomaiset tarvitsevat tarkkoja k\u00e4ytt\u00f6tilastotietoja perustellakseen infrastruktuuri-investointeja. MarshallAI korvaa manuaaliset laskurit ja herk\u00e4t vanhat mittauspiirit automatisoidulla visuaalisella \u00e4lyteknologialla, joka toimii rankkasateessa, tihe\u00e4ss\u00e4 sumussa ja pohjoismaisten talviolosuhteiden pakkasessa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alustamme ei vain laske liikennett\u00e4; se luokittelee tetiesi koostumuksen samanaikaisesti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Yksityiskohtainen luokittelu<\/strong> Erota toisistaan henkil\u00f6autot, pakettiautot, raskaat kuorma-autot, linja-autot, py\u00f6r\u00e4ilij\u00e4t ja jalankulkijat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K\u00e4\u00e4nt\u00f6liikkeiden lukum\u00e4\u00e4r\u00e4 (TMC):<\/strong> Automatisoi monimutkaisten risteyksien seuranta ajoneuvojen tarkkojen reittien ja m\u00e4\u00e4rien kartoittamiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resurssien ja kaistojen k\u00e4ytt\u00f6aste:<\/strong> Tunnista pullokaulat, linja-autokaistojen luvaton k\u00e4ytt\u00f6 ja rakenteelliset jonoviiveet reaaliajassa.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab7327411f96&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab7327411f96\" 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\/03\/MAI-traffic2-1024x576.webp\" alt=\"\" class=\"wp-image-1443\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-traffic2-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-traffic2-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-traffic2-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-traffic2.webp 1280w\" 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-7b84f453\">\n<div class=\"gb-element-9149778f\">\n<h2 class=\"gb-text gbp-section__headline\">V\u00e4kijoukkoanalyysi ja jalankulkijoiden kulkureitit<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yleisen turvallisuuden, tapahtumanhallinnan ja \u00e4lykaupunkien suunnittelijoiden kannalta ihmisten liikkumisen ymm\u00e4rt\u00e4minen on elint\u00e4rke\u00e4\u00e4 tilojen optimoinnin ja kansalaisten suojelemisen kannalta. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI muuttaa mink\u00e4 tahansa tavallisen IP-kameran \u00e4lykk\u00e4\u00e4ksi anturiksi, joka mittaa tilan dynamiikkaa vaarantamatta yksil\u00f6n yksityisyytt\u00e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Jalankulkijoiden omat polut:<\/strong> Kartoita todelliset reitit, joita pitkin ihmiset kulkevat julkisilla aukioilla, joukkoliikennekeskuksissa tai liiketiloissa, ja paljasta tilasuunnittelun tehottomuudet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Reaaliaikainen v\u00e4kijoukon tiheys:<\/strong> Valvo m\u00e4\u00e4riteltyjen alueiden t\u00e4ytt\u00f6astetta ylikuormituksen est\u00e4miseksi ja automaattisten turvah\u00e4lytysten k\u00e4ynnist\u00e4miseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Alueittaiset viipym\u00e4ajat:<\/strong> Laske tarkasti, kuinka kauan k\u00e4vij\u00e4t viipyv\u00e4t tiettyjen rakenteiden, n\u00e4yttelyiden tai joukkoliikenteen laitureiden edess\u00e4.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab7327412261&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab7327412261\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" 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\/MarshallAI_illustration_mobility-analytics-dwell.webp\" alt=\"\" class=\"wp-image-3028\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_illustration_mobility-analytics-dwell.webp 640w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_illustration_mobility-analytics-dwell-500x281.webp 500w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><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-5876ca5b\">\n<div class=\"gb-element-6117ef94\">\n<h2 class=\"gb-text gbp-section__headline\">Suunniteltu yksityisyytt\u00e4 silm\u00e4ll\u00e4 pit\u00e4en: 100%, ilmarakoinen ratkaisu, joka t\u00e4ytt\u00e4\u00e4 GDPR-vaatimukset<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Julkisen sektorin hankinnoissa vaaditaan tiukkaa tietosuvereniteettia. Perinteiset pilvipohjaiset j\u00e4rjestelm\u00e4t l\u00e4hett\u00e4v\u00e4t tunnistettavissa olevaa videomateriaalia reaaliaikaisesti ulkoisiin kohteisiin, mik\u00e4 aiheuttaa valtavan s\u00e4\u00e4ntelyyn liittyv\u00e4n vastuun. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI poistaa k\u00e4ytt\u00f6\u00f6nottosi riskit t\u00e4ysin paikallisen p\u00e4\u00e4ttelymoottorimme ja erillisten tietosuojasolmujemme avulla.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Reaaliaikainen tietosuoja:<\/strong> alustamme hy\u00f6dynt\u00e4\u00e4 konfiguroitavaa reaaliaikaista sumentamisssolmua. T\u00e4m\u00e4 solmu peitt\u00e4\u00e4 automaattisesti kaikki ihmisten kasvot ja ajoneuvojen rekisterikilvet kohteessa <em>ennen<\/em> videokuvasy\u00f6te koskaan saavuta valvomomuanne tai virheenj\u00e4ljitysmonitorejanne. K\u00e4ytt\u00e4j\u00e4t n\u00e4kev\u00e4t spatiaalisen ymp\u00e4rist\u00f6n ja seurantatiedot, mutta henkil\u00f6tietoja ei ole koskaan n\u00e4kyviss\u00e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Reunak\u00e4sittely:<\/strong> t\u00e4ysin offline-k\u00e4sittely. AFSA-alusta tuottaa paikallisesti nimett\u00f6mi\u00e4 numeerisia tilastoja ja voi haluttaessa tuhota suojaamattomat videot v\u00e4litt\u00f6m\u00e4sti laitteen reunalla.  <\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab732741251d&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab732741251d\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"540\" height=\"710\" 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\/MarshallAI_mobility-analytics_facial-blur.webp\" alt=\"\" class=\"wp-image-3029\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_mobility-analytics_facial-blur.webp 540w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_mobility-analytics_facial-blur-380x500.webp 380w\" sizes=\"auto, (max-width: 540px) 100vw, 540px\" \/><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-1b5765e8\">\n<div class=\"gb-element-011c92fe\">\n<h2 class=\"gb-text gbp-section__headline\">Alkuper\u00e4isen infrastruktuurin integrointi<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ohjelmistoratkaisu on hy\u00f6dyllinen vain, jos se kommunikoi fyysisen omaisuutesi kanssa. MarshallAI yhdist\u00e4\u00e4 nykyaikaiset teko\u00e4lymallit ja vanhat laitteistoalustat natiivin protokollatuen avulla.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Protokolla \/ J\u00e4rjestelm\u00e4<\/th><th>Integrointityyppi<\/th><th>Toiminnallinen hy\u00f6ty<\/th><\/tr><\/thead><tbody><tr><td><strong>DATEX II \/ RSMP \/ OCIT<\/strong><\/td><td>Eurooppalaiset liikennes\u00e4\u00e4nn\u00f6t<\/td><td>Liitet\u00e4\u00e4n suoraan Swarco-, Yunex- ja Nordic-tienvarsiohjaimiin liikennevalojen ohjaamiseksi ja standardoitujen liikennetietojen vienti\u00e4 varten.<\/td><\/tr><tr><td><strong>Milestone XProtect \/ Genetec<\/strong><\/td><td>Videohallintaj\u00e4rjestelm\u00e4t<\/td><td>Siirt\u00e4\u00e4 reaaliaikaisen liikkumisdatan suoraan olemassa olevaan turvallisuusn\u00e4kym\u00e4\u00e4si.<\/td><\/tr><tr><td><strong>JSON \/ REST-sovellusliittym\u00e4<\/strong><\/td><td>Tietoinfrastruktuuri<\/td><td>Vie automatisoidut liikennetilastot suoraan kunnallisiin kojelautoihin ja toiminnanohjausj\u00e4rjestelmiin.<\/td><\/tr><\/tbody><\/table><\/figure>\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-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\">\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 liikkuvuusanalytiikkaan liittyen<\/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\">Voiko tiimimme silti katsoa suoria videokuvasy\u00f6tteit\u00e4 seurantaa tai j\u00e4rjestelm\u00e4n vianm\u00e4\u00e4rityst\u00e4 varten rikkomatta GDPR:\u00e4\u00e4?<\/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\">Kyll\u00e4. AFSA-alusta sis\u00e4lt\u00e4\u00e4 sis\u00e4isen, reaaliaikaisen sumentamissolmun, joka on suunniteltu erityisesti eurooppalaisten yksityisyydensuojam\u00e4\u00e4r\u00e4ysten mukaisesti. Ennen videovirran l\u00e4hett\u00e4mist\u00e4 operaattorin kojelautaan tai vianetsint\u00e4n\u00e4kym\u00e4\u00e4n alusta lis\u00e4\u00e4 automaattisesti yksityisyysmaskin kaikkien ihmisten kasvojen ja ajoneuvojen rekisterikilpien p\u00e4\u00e4lle. T\u00e4m\u00e4 k\u00e4sittely tapahtuu paikallisesti. Sen avulla k\u00e4ytt\u00f6tiiminne voi valvoa liikennevirtoja ja tarkistaa j\u00e4rjestelm\u00e4n toiminnan visuaalisesti, samalla kun taataan, ett\u00e4 mit\u00e4\u00e4n henkil\u00f6tietoja ei koskaan paljasteta, tallenneta tai l\u00e4hetet\u00e4 eteenp\u00e4in.<\/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\">Tarvitseeko meid\u00e4n vaihtaa olemassa olevat liikenne- ja turvakameramme k\u00e4ytt\u00e4\u00e4ksemme analytiikkaanne?<\/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\">Ei. MarshallAI on t\u00e4ysin laitteistoriippumaton ja suunniteltu hy\u00f6dynt\u00e4m\u00e4\u00e4n nykyist\u00e4 infrastruktuuriasi. Alusta integroituu saumattomasti vakiomallisiin IP-turvakameroihin k\u00e4ytt\u00e4m\u00e4ll\u00e4 <strong>RTSP tai ONVIF<\/strong> suoratoistoprotokollat sek\u00e4 perinteiset analogiset sy\u00f6tteet. T\u00e4m\u00e4 tarkoittaa, ett\u00e4 voit muuttaa nykyisen kunnallisen kameravalvontaverkkosi \u00e4lykk\u00e4\u00e4ksi anturiverkoksi ilman uusien kameroiden asentamisesta tai teiden avaamisesta induktiosilmukoita varten aiheutuvia p\u00e4\u00e4omamenoja tai rakennust\u00f6iden aiheuttamia h\u00e4iri\u00f6it\u00e4.<\/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\">Kuinka luotettava j\u00e4rjestelm\u00e4n tunnistustarkkuus on talvisin, paksussa sumussa tai pimeiss\u00e4 olosuhteissa?<\/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\">AFSA-moottori on suunniteltu ja kentt\u00e4testattu Suomessa kest\u00e4m\u00e4\u00e4n vaihtelevat pohjoiset olosuhteet. J\u00e4rjestelm\u00e4mme yll\u00e4pit\u00e4\u00e4 yli <strong>98%<\/strong> seuranta- ja luokittelutarkkuutta vaativissa ulkoilman todellisen maailman olosuhteissa, kuten runsaassa lumessa, paksussa sumussa ja heikossa valaistuksessa talvella. Kontrolloiduissa teollisuusymp\u00e4rist\u00f6iss\u00e4 j\u00e4rjestelm\u00e4 saavuttaa yli <strong>99.9995%<\/strong> tarkkuutta. K\u00e4ytt\u00e4m\u00e4ll\u00e4 l\u00e4mmitettyj\u00e4 ja oikein sijoitettuja kameroita voimme minimoida s\u00e4\u00e4vaikutukset.<\/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\">K\u00e4yt\u00e4mme Swarcon ja Yunexin ohjaimia. Pystyyk\u00f6 MarshallAI ohjaamaan nykyisi\u00e4 liikennevalojamme suoraan?<\/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\">Kyll\u00e4. MarshallAI muodostaa sillan teko\u00e4lypohjaisen visuaalisen seurannan ja eurooppalaisen tielaitteiston v\u00e4lille. J\u00e4rjestelm\u00e4 sis\u00e4lt\u00e4\u00e4 natiivituen eurooppalaisille liikenneprotokollille, kuten <strong>RSMP<\/strong> (vallitseva standardi kaikkialla Skandinaviassa) ja <strong>OCIT<\/strong> (Keski-Eurooppa) ohella <strong>DATEX II<\/strong> alueelliseen liikenteen tietojenvaihtoon. Sen sijaan, ett\u00e4 j\u00e4rjestelm\u00e4 vain ker\u00e4isi passiivisia tilastoja, se kommunikoi suoraan olemassa olevien liikennevalojesi kanssa ja k\u00e4ynnist\u00e4\u00e4 reaaliaikaisen valo-ohjauksen \u2013 mink\u00e4 ansiosta voit eliminoida risteyksien \u201ckuolleet sekunnit\u201d dynaamisesti.<\/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\">Pystyyk\u00f6 alusta seuraamaan ja erottamaan kevyen liikenteen k\u00e4ytt\u00e4j\u00e4t, kuten py\u00f6r\u00e4ilij\u00e4t ja s\u00e4hk\u00f6potkulaudat, vai laskeeko se vain jalankulkijoita?<\/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\">Alustamme tarjoaa yksityiskohtaista, monisignaaliperustaista luokittelua. Se ei niputa haavoittuvia tienk\u00e4ytt\u00e4ji\u00e4 (VRU) yhteen. AFSA-mallit on koulutettu erottamaan selke\u00e4sti henkil\u00f6autot, jakeluautot, raskaat rahtiautot, linja-autot, py\u00f6r\u00e4ilij\u00e4t, s\u00e4hk\u00f6potkulautailijat ja jalankulkijat samanaikaisesti. T\u00e4m\u00e4 korkean tarkkuuden luokittelu mahdollistaa sen, ett\u00e4 voimme tuottaa tarkkoja <strong>Risteysliikennem\u00e4\u00e4r\u00e4t<\/strong> ja mitata tarkasti <strong>Kulkutapaosuus<\/strong> data.<\/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\">Mik\u00e4 on j\u00e4rjestelm\u00e4n koulutuksen ja k\u00e4ytt\u00f6\u00f6noton toimitusaika?<\/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\">MarshallAI on optimoitu nopeaan k\u00e4ytt\u00f6\u00f6notoon. K\u00e4ytt\u00f6\u00f6noton vertailuarvomme osoittavat, ett\u00e4 mukautettu, eritt\u00e4in tarkka toiminnallinen malli voidaan rakentaa, kouluttaa ja ottaa k\u00e4ytt\u00f6\u00f6n vain <strong>77 viitekuvaa alle 100 minuutissa<\/strong>. Mutta saadaksemme mahdollisimman tarkan mallin hienos\u00e4\u00e4d\u00e4mme mallia yleens\u00e4 useiden kuukausien ajan eri valaistus- ja s\u00e4\u00e4olosuhteiden vangitsemiseksi.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Seuraa, luokittele ja analysoi monimuotoista liikennett\u00e4 ja jalankulkijoiden liikkumistapahtumia reaaliajassa. Reunaprosessoitua liikennetietoa olemassa olevalle valvontakamerainfrastruktuurillesi.<\/p>","protected":false},"featured_media":2176,"template":"","meta":{"content-type":"","footnotes":""},"categories":[44],"tags":[],"class_list":["post-3036","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-smart-cities"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3036","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\/3036\/revisions"}],"predecessor-version":[{"id":3758,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3036\/revisions\/3758"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2176"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3036"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3036"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3036"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}