{"id":93,"date":"2025-12-04T21:17:08","date_gmt":"2025-12-04T21:17:08","guid":{"rendered":"https:\/\/people.utm.my\/hoofar\/?page_id=93"},"modified":"2025-12-14T16:12:44","modified_gmt":"2025-12-14T16:12:44","slug":"in-fleet-lab","status":"publish","type":"page","link":"https:\/\/people.utm.my\/hoofar\/in-fleet-lab\/","title":{"rendered":"IN \u2013 FLEET LAB."},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"aligncenter is-style-rounded is-style-rounded--1 wp-block-site-logo wp-duotone-unset-2\"><a href=\"https:\/\/people.utm.my\/hoofar\/\" class=\"custom-logo-link\" rel=\"home\"><img loading=\"lazy\" decoding=\"async\" width=\"233\" height=\"162\" src=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/Screenshot-2025-12-07-082445-2.png\" class=\"custom-logo\" alt=\"IN-FLEET MONITORING\" srcset=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/Screenshot-2025-12-07-082445-2.png 978w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/Screenshot-2025-12-07-082445-2-300x209.png 300w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/Screenshot-2025-12-07-082445-2-768x535.png 768w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/Screenshot-2025-12-07-082445-2-431x300.png 431w\" sizes=\"auto, (max-width: 233px) 100vw, 233px\" \/><\/a><\/div>\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Background<\/h2>\n\n\n\n<p>Led by <a href=\"https:\/\/people.utm.my\/shokravihoofar\/\" data-type=\"link\" data-id=\"https:\/\/people.utm.my\/shokravihoofar\/\"><strong>Dr.\u00a0Hoofar<\/strong><\/a>\u00a0as the principal investigator, the project kicked off in 2014 to pursue sensor-free SHM for real-time, autonomous, network-wide coverage; early results appeared in 2020 (<a href=\"https:\/\/www.mdpi.com\/1424-8220\/20\/12\/3460\" data-type=\"link\" data-id=\"https:\/\/www.mdpi.com\/1424-8220\/20\/12\/3460\">Shokravi et al., 2020a<\/a> and <a href=\"https:\/\/www.mdpi.com\/1424-8220\/20\/11\/3274\" data-type=\"link\" data-id=\"https:\/\/www.mdpi.com\/1424-8220\/20\/11\/3274\">Shokravi et al.,\u00a02020b<\/a>). Subsequent work deepened CAV-based methods and introduced the \u201cIn-Fleet SHM\u201d, as the world&#8217;s first CAV-assisted SHM, published in <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1111\/mice.13180\" data-type=\"link\" data-id=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1111\/mice.13180\">Computer-Aided Civil and Infrastructure Engineering <\/a>(A Q1 journal with an impact factor of 9.1). In 2024, collaboration with UTM\u2019s Automotive Development Centre (ADC) broadened the scope to roadway and traffic monitoring and management. The literature review exposed a key gap: no existing research perspective yet enables the L4\u2013L5 sensing needed for intelligent transportation systems (ITS) to match the smartness level of CAVs. Therefore, a digital-twin\u2013enabled <strong>In-Fleet program<\/strong> was initiated. <strong>Figure 1<\/strong> charts the project timeline, highlighting milestones from 2014 to 2025.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"363\" src=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-1.png\" alt=\"\" class=\"wp-image-228\" srcset=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-1.png 940w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-1-300x116.png 300w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-1-768x297.png 768w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-1-500x193.png 500w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 1.<\/strong> In-Fleet project timeline: kickoff to present.<\/figcaption><\/figure>\n\n\n\n<p>Given its breadth (transportation\/CAVs, infrastructure, digital twin, robotics\/controls, distributed systems, and front-end engineering), we initiated outreach to vet the fundamentals and feasibility, ensuring that the proposed conceptual framework is soundly grounded in rigorous scientific principles. To this end, an expert network of leading scientists from the relevant disciplines was contacted and engaged to review, challenge, and refine the underlying assumptions and methodology.<\/p>\n\n\n\n<p>The network spans 29 institutions across Asia, Europe, and North America\u2014five research centers\/labs (ADC\/UTM, ACT Lab\/Georgia Tech, LICIT\/U. Gustave Eiffel\u2013ENTPE, IVT\/ETH Z\u00fcrich, IFTC\/Coventry), 23 universities\/colleges, and one government R&amp;D institute (IITP, Korea)\u2014mapped in <strong>Figure 2<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"934\" height=\"428\" src=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-2.png\" alt=\"\" class=\"wp-image-236\" srcset=\"https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-2.png 934w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-2-300x137.png 300w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-2-768x352.png 768w, https:\/\/people.utm.my\/hoofar\/wp-content\/uploads\/sites\/3513\/2025\/12\/image-2-500x229.png 500w\" sizes=\"auto, (max-width: 934px) 100vw, 934px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 2.<\/strong> Global distribution of In-Fleet contributors (n=29): blue = universities (23); orange = research centers\/institutes (6)<\/figcaption><\/figure>\n\n\n\n<p>In July 2025, we formed the <strong><a href=\"https:\/\/www.linkedin.com\/company\/108091639\/\" data-type=\"link\" data-id=\"https:\/\/www.linkedin.com\/company\/108091639\/\">In-Fleet Lab<\/a><\/strong> as a virtual hub and convened collaborators. Meanwhile, the project\u2019s PI also joined <strong><a href=\"https:\/\/www.linkedin.com\/posts\/center-for-technical-advancement_asce-cta-activity-7374871780903018496-kRfy?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAAo8nWQBvb8lvP1H5_jToU_o0Utqraa1jx4\" data-type=\"link\" data-id=\"https:\/\/www.linkedin.com\/posts\/center-for-technical-advancement_asce-cta-activity-7374871780903018496-kRfy?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAAo8nWQBvb8lvP1H5_jToU_o0Utqraa1jx4\">ASCE\u2019s Smart Infrastructure Task Force<\/a> <\/strong>to contribute to ongoing efforts around research agendas, standards, and best practices for data-driven, resilient, and automated infrastructure systems.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Background Led by Dr.\u00a0Hoofar\u00a0as the principal investigator, the project kicked off in 2014 to pursue sensor-free SHM for real-time, autonomous, network-wide coverage; early results appeared in 2020 (Shokravi et al., 2020a and Shokravi et al.,\u00a02020b). Subsequent work deepened CAV-based methods &hellip; <a href=\"https:\/\/people.utm.my\/hoofar\/in-fleet-lab\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":25744,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-93","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/pages\/93","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/users\/25744"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/comments?post=93"}],"version-history":[{"count":40,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/pages\/93\/revisions"}],"predecessor-version":[{"id":378,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/pages\/93\/revisions\/378"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/media?parent=93"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}