{"id":1343,"date":"2026-09-17T12:45:03","date_gmt":"2026-09-17T12:45:03","guid":{"rendered":"https:\/\/ivory-network.eu\/?page_id=1343"},"modified":"2026-09-17T13:12:06","modified_gmt":"2026-09-17T13:12:06","slug":"dc10-research-journal","status":"publish","type":"page","link":"https:\/\/ivory-network.eu\/index.php\/dc10-research-journal\/","title":{"rendered":"DC10 Research Journal"},"content":{"rendered":"\n[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_code 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55%,#7fadd1)}.ip-news-text{padding:13px}.ip-news h3{font-size:16px;margin:0 0 6px}.ip-news p{font-size:12px;color:#657b9f;line-height:1.4}.ip-news small{font-size:11px;color:#8a9cbc}@media(max-width:800px){.ip-grid{grid-template-columns:1fr}.ip-sidebar{display:grid;grid-template-columns:1fr 1fr;gap:16px}.ip-photo{height:auto}.ip-hero{padding-right:0}.ip-slogan{display:none}.ip-two{grid-template-columns:1fr}.ip-affiliations{flex-wrap:wrap;gap:12px}.ivory-profile h1{font-size:26px}}@media(max-width:480px){.ip-sidebar{display:block}}<!-- [et_pb_line_break_holder] -->.ip-glance p,.ip-two > .ip-panel p,.ip-two > .ip-panel li{text-align:justify;}<!-- [et_pb_line_break_holder] -->.ip-heading-icon{width:38px;height:28px;color:#9656ff;margin-right:10px;display:inline-block;flex:0 0 28px}.ip-section-title h2{display:flex;align-items:center;line-height:.3}.ip-link:hover{text-decoration:underline}<!-- [et_pb_line_break_holder] -->.ip-partner{display:flex;align-items:center;justify-content:flex-start;gap:8px;min-height:32px}.ip-partner span{line-height:24px;white-space:nowrap}.ip-partner img{width:54px;height:26px;object-fit:contain;display:block;flex:0 0 54px}.ip-affiliations{gap:16px;flex-wrap:wrap}.ip-affiliations>div{padding-right:16px}<!-- [et_pb_line_break_holder] -->.ivory-profile .ip-hero h1{text-align:justify;text-align-last:left}<!-- [et_pb_line_break_holder] --><\/style><!-- [et_pb_line_break_holder] --><div class=\"ivory-profile\"><div class=\"ip-crumb\">Home \u203a Our People \u203a Doctoral Candidates \u203a DC10 \u2013 Akanksha Agarwal<\/div><div class=\"ip-grid\"><aside class=\"ip-sidebar\"><img decoding=\"async\" class=\"ip-photo\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2024\/11\/DC10-Akanksha-Agarwal-logo.png\" alt=\"Akanksha Agarwal\"><div class=\"ip-panel\"><h3><img decoding=\"async\" class=\"ip-icon-img\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2026\/09\/education-icon.png\" alt=\"\">Education<\/h3><pee>M.Sc. in Data Analysis<!\u2013- [et_pb_br_holder] -\u2013>The University of Sheffield (UK)<\/pee><hr><h3><img decoding=\"async\" class=\"ip-icon-img\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2026\/09\/links-icon.png\" alt=\"\">Links<\/h3><a class=\"ip-link\" href=\"https:\/\/orcid.org\/0009-0003-3903-8401\" target=\"_blank\" rel=\"noopener noreferrer\">ORCID <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/aside><main><div class=\"ip-hero\"><span class=\"ip-tag\">DC10<\/span><h1>Using AI for the identification, monitoring and utilization of a personalized self-learning safe route network for home-school trips<\/h1><div class=\"ip-name\">Akanksha Agarwal<\/div><div class=\"ip-slogan\">Safer mobility<!\u2013- [et_pb_br_holder] -\u2013>for a brighter<!\u2013- [et_pb_br_holder] -\u2013>tomorrow<\/div><\/div><div class=\"ip-affiliations\"><div class=\"ip-partner\"><img decoding=\"async\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2023\/11\/UHasselt_logog.png\" alt=\"Hasselt University logo\"><\/div><div class=\"ip-partner\"><img decoding=\"async\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2023\/12\/Logo-abeona-2.png\" alt=\"AbeonaConsult logo\"><\/div><div>\u2667 \u00a0 Work Package 6<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">AI for Proactive Infrastructure Safety Management<\/span><\/div><\/div><section class=\"ip-panel ip-glance\"><h2><span class=\"ip-icon ip-teal\">\u25ce<\/span>Research at a glance<\/h2><pee>Road users navigating dense, heterogeneous traffic environments increasingly rely on routing systems to choose their paths. Within route-planning research, safety is emerging as an important criterion, reflecting the observation that the shortest or fastest path is often not the safest. Risk perception is a crucial component in traffic safety research, as it correlates with user behavior. Furthermore, it also supports proactive safety planning by identifying potential problems in the existing infrastructure, even in the absence of actual crash data.<\/pee><pee>At its core, this research develops a routing framework capable of modelling perceived safety, predicting it across the entire network, embedding the resulting estimates in route recommendations, and adapting those suggestions to individual user preferences over repeated trips. The foundational component of this framework is a perception model that estimates perceived safety from the underlying information in the physical design of the road network. Together, these components constitute a methodology for generating routes that are both safety-aware and personalized, and that connect the subjective experience of road users to the suggested routes. The study develops and evaluates the framework for home-to-school trips across Flanders, with school children and their accompanying adults as the key user population.<\/pee><\/section><section class=\"ip-panel ip-objectives\"><h2><svg class=\"ip-target-icon\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"12\" cy=\"12\" r=\"9\"\/><circle cx=\"12\" cy=\"12\" r=\"5.5\"\/><circle cx=\"12\" cy=\"12\" r=\"2\"\/><\/svg>Research objectives<\/h2><ul><li>Modelling perceived safety and generating a safe-route network for home-to-school routes.<\/li><li>Incorporating perceived safety in route planning and reconciliation with objective safety.<\/li><li>Interpreting user preferences by analyzing user-router interactions.<\/li><li>Designing a self-learning router and generating routes most appreciated by the users.<\/li><\/ul><\/section><section class=\"ip-section\"><div class=\"ip-section-title\"><h2><svg class=\"ip-heading-icon\" aria-hidden=\"true\" viewBox=\"0 0 32 32\" fill=\"currentColor\"><circle cx=\"18\" cy=\"6\" r=\"5\"\/><path d=\"M9 17v-2c0-5 18-5 18 0v2zM3 19h28v4H3zM10 24h15l-2 8H12z\"\/><path d=\"M5 19v-6l3-4\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"\/><circle cx=\"8\" cy=\"9\" r=\"2.5\"\/><\/svg>Conference contributions<\/h2><\/div><div class=\"ip-table-wrap\"><table><thead><tr><th>Title<\/th><th>Conference<\/th><th>Date<\/th><th>Link<\/th><\/tr><\/thead><tbody><tr><td>Decoding the Roads: An Infrastructure-Driven Machine Learning Approach to Predict Safety<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Poster<\/span><\/td><td>International Traffic Safety Data and Analysis Group (IRTAD) Conference 2026<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Agarwal, A., Janssens, D., Wets, G., Bellemans, T.<\/span><\/td><td>2026<\/td><td class=\"ip-see\"><a href=\"https:\/\/www.nrso.ntua.gr\/irtad2026\/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Conference link\">\u2197<\/a><\/td><\/tr><tr><td>Subjective Safety and Routing<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Presentation<\/span><\/td><td>IVORY Mid-Term Conference<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Agarwal, A., Janssens, D., Bellemans, T.<\/span><\/td><td>Apr 2026<\/td><td class=\"ip-see\"><a href=\"https:\/\/ivory-network.eu\/index.php\/2026\/04\/20\/1149\/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Conference link\">\u2197<\/a><\/td><\/tr><\/tbody><\/table><\/div><\/section><\/main><\/div><\/div>[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section]\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":8,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"class_list":["post-1343","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Home \u203a Our People \u203a Doctoral Candidates \u203a DC10 \u2013 Akanksha AgarwalThe University of Sheffield (UK) for a brightertomorrowAI for Proactive Infrastructure Safety Management\u25ceResearch at a glanceRoad users navigating dense, heterogeneous traffic environments increasingly rely on routing systems to choose their paths. 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