{"id":203,"date":"2025-12-07T08:20:26","date_gmt":"2025-12-07T08:20:26","guid":{"rendered":"https:\/\/people.utm.my\/hoofar\/?p=203"},"modified":"2025-12-12T10:59:47","modified_gmt":"2025-12-12T10:59:47","slug":"in-fleet-roadway-monitoring-and-traffic-management-using-connected-and-autonomous-vehicles-data","status":"publish","type":"post","link":"https:\/\/people.utm.my\/hoofar\/2025\/12\/07\/in-fleet-roadway-monitoring-and-traffic-management-using-connected-and-autonomous-vehicles-data\/","title":{"rendered":"In-Fleet Roadway Monitoring and Traffic Management Using Connected and Autonomous Vehicles\u2019 Data"},"content":{"rendered":"\n<p>Robust intrusion detection system (IDS) is essential for modern transportation safety in temporary road construction and maintenance zones, integrating both classical and advanced methodologies to address dynamic safety challenges. These transient zones\u2014defined by traffic cones, portable flashing lights, flaggers, and partial lane closures\u2014represent some of the most hazardous environments in transportation infrastructure, as they face elevated crash risks due to unpredictable traffic patterns and reduced visibility.<\/p>\n\n\n\n<p>Unlike permanent infrastructures, temporary work zones lack fixed sensors, standardized communication protocols, and predictable driver behavior patterns. Traditional methods primarily rely on passive visual cues\u2014such as cones and signage\u2014and human flaggers. However, these approaches suffer from high latency in driver response and poor visibility in low-light conditions, underscoring the need for more responsive, reliable safety solutions.<\/p>\n\n\n\n<p id=\"ember3013\">A safe and reliable IDS for road construction must integrate <strong>Real-time<\/strong> responsiveness, <strong>Network-wide<\/strong> coverage, <strong>Continuous<\/strong> operation, <strong>Crowdsourced<\/strong> data integration, and <strong>Automated<\/strong> decision-making. <strong>Real-time<\/strong> capability is vital because delays in alerts fail to prevent collisions in dynamic work zones where vehicles operate at high speeds and demand extremely short reaction times. <strong>Network-wide<\/strong> coverage ensures holistic monitoring across multiple jurisdictions, eliminating blind spots and unexpected encounters. <strong>Continuous<\/strong> operation addresses the around-the-clock nature of hazards\u2014such as nighttime intrusions or equipment failures\u2014which intermittent systems may not capture. <strong>Crowdsourced<\/strong> data leverages user-generated inputs from connected vehicles and navigation apps to overcome sensor coverage gaps and enhance detection accuracy. Finally, <strong>Automated<\/strong> processes reduce human latency and bias, enabling proactive measures such as automatic speed adjustments or lane closures. Collectively, these attributes form a cyber-physical safety framework that supports scalability and resilience against unpredictable road construction hazards.<\/p>\n\n\n\n<p id=\"ember3014\">Below is <strong>Table 1<\/strong>, which categorizes various work zone safety detection methods under <strong>Stationary<\/strong>, <strong>Mobile<\/strong>, or <strong>Hybrid<\/strong> configurations. It also indicates whether each method supports Real-time, Network-wide, Continuous, Crowdsourced, and Automated capabilities. Although many solutions offer <strong>Real-time<\/strong> alerts and at least partial <strong>Automation<\/strong>, most lack <strong>Network-wide<\/strong> functionality, <strong>Crowdsourced<\/strong> data integration, or truly <strong>Continuous<\/strong> coverage. Consequently, no single method fully addresses all five criteria, highlighting the need for a combination of approaches to achieve a robust, comprehensive intrusion detection system for road construction zones.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.linkedin.com\/in\/hoofar-shokravi\/\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robust intrusion detection system (IDS) is essential for modern transportation safety in temporary road construction and maintenance zones, integrating both classical and advanced methodologies to address dynamic safety challenges. These transient zones\u2014defined by traffic cones, portable flashing lights, flaggers, and &hellip; <a href=\"https:\/\/people.utm.my\/hoofar\/2025\/12\/07\/in-fleet-roadway-monitoring-and-traffic-management-using-connected-and-autonomous-vehicles-data\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":25744,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-203","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/posts\/203","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/types\/post"}],"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=203"}],"version-history":[{"count":3,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/posts\/203\/revisions"}],"predecessor-version":[{"id":297,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/posts\/203\/revisions\/297"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/media?parent=203"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/categories?post=203"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/people.utm.my\/hoofar\/wp-json\/wp\/v2\/tags?post=203"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}