{"id":377,"date":"2025-03-21T19:49:28","date_gmt":"2025-03-21T19:49:28","guid":{"rendered":"https:\/\/coeng.uaa.alaska.edu\/AI\/?page_id=377"},"modified":"2025-03-24T20:11:55","modified_gmt":"2025-03-24T20:11:55","slug":"raise-enhancing-crash-classification","status":"publish","type":"page","link":"https:\/\/coeng.uaa.alaska.edu\/AI\/raise-enhancing-crash-classification\/","title":{"rendered":"RAISE &#8211; Enhancing Crash Classification"},"content":{"rendered":"<div class='breakdance'><section class=\"bde-section-377-100 bde-section\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-columns-377-105 bde-columns\"><div class=\"bde-column-377-106 bde-column\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-377-102 bde-text\">\nUAA College of Engineering\n<\/div><h1 class=\"bde-heading-377-103 bde-heading\">\nEnhancing Crash Classification through Attention-based Models\n<\/h1><div class=\"bde-text-377-109 bde-text\">\nA project led by Masoumeh Heidari Kapourchali\n<\/div>\n<\/div><div class=\"bde-column-377-107 bde-column\">\n  \n  \n\t\n\n\n\n<img decoding=\"async\" class=\"bde-image2-377-108 bde-image2\" src=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/image-6-2-768x576.jpg\" alt=\"Enhancing Crash Classification through Attention-based Models: Unveiling Causal Factor Importance and Interactions for Improved Transportation Mobility and Safety\" loading=\"lazy\" srcset=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/image-6-2.jpg 1024w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/image-6-2-300x225.jpg 300w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/image-6-2-768x576.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-entrance=\"fade\">\n<\/div><\/div><\/div>\n<\/section><section class=\"bde-section-377-193 bde-section\">\n              \n  \n  \n\t\n\n\n\n<div class=\"section-container\"><img decoding=\"async\" class=\"bde-image2-377-196 bde-image2\" src=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2024\/10\/CollegeOfEngineering-GG-1536x314-1.png\" alt=\"UAA College of Engineering Logo\" loading=\"lazy\" srcset=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2024\/10\/CollegeOfEngineering-GG-1536x314-1.png 1536w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2024\/10\/CollegeOfEngineering-GG-1536x314-1-300x61.png 300w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2024\/10\/CollegeOfEngineering-GG-1536x314-1-1024x209.png 1024w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2024\/10\/CollegeOfEngineering-GG-1536x314-1-768x157.png 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\"><\/div>\n<\/section><section class=\"bde-section-377-176 bde-section\" data-entrance=\"zoomOut\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-columns-377-183 bde-columns\"><div class=\"bde-column-377-184 bde-column\">\n  \n  \n\t\n\n\n\n<img decoding=\"async\" class=\"bde-image2-377-191 bde-image2\" src=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10-1024x1024.png\" alt=\"Enhancing Crash Classification through Attention-based Models\" loading=\"lazy\" srcset=\"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10.png 1080w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10-300x300.png 300w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10-1024x1024.png 1024w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10-150x150.png 150w, https:\/\/coeng.uaa.alaska.edu\/AI\/wp-content\/uploads\/2025\/03\/Untitled-10-768x768.png 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" data-entrance=\"fade\" data-parallax=\"true\">\n<\/div><div class=\"bde-column-377-185 bde-column\">\n  \n  \n\t\n\n\n\n<h1 class=\"bde-heading-377-186 bde-heading\" data-entrance=\"slideRight\">\nEnhancing Crash Classification through AI: Building Safer Roads for All\n<\/h1><div class=\"bde-text-377-187 bde-text\">\nLeveraging Attention-Based Models to Identify Risk Patterns and Improve Transportation Safety\n<\/div>\n<\/div><\/div><\/div>\n<\/section><section class=\"bde-section-377-188 bde-section\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-text-377-189 bde-text\">\nFunded by the Pacific Northwest Transportation Consortium (PacTrans), this innovative project harnesses the power of artificial intelligence to revolutionize traffic accident analysis and prevention. By employing advanced machine learning techniques, we analyze critical factors such as vehicle behavior, road conditions, and driver distractions to uncover patterns that contribute to crash risks.<br><br>Our approach focuses on developing attention-based models that prioritize key causal factors and their interactions. This enables us to evaluate high-risk scenarios dynamically and with greater accuracy. The insights derived from this analysis are integrated into a dynamic risk map\u2014a powerful tool designed to identify high-risk areas and predict potential accident locations in real-time.<br><br>This risk map serves as a resource for drivers, including those with specific needs, and city planners, empowering them to make safer decisions about road use and urban development. By proactively addressing traffic safety challenges, this project aims to enhance mobility and reduce accidents, creating safer transportation networks for everyone.<br><br>The project is led by Masoumeh Heidari Kapourchali and represents a significant step forward in using AI for transportation safety.\n<\/div><\/div>\n<\/section><section class=\"bde-section-377-197 bde-section\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><h1 class=\"bde-heading-377-198 bde-heading\">\nFrequently Asked Questions\n<\/h1><div class=\"bde-frequently-asked-questions-377-199 bde-frequently-asked-questions\">\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-1\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-1\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">What is the main goal of this project?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-1\" id=\"bde-faq-199-1\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>The primary objective is to enhance traffic safety by improving crash classification and prediction through AI-driven attention-based models. We aim to identify key causal factors and their interactions in traffic accidents to create safer transportation networks.<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-2\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-2\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">How does this project use AI to improve road safety?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-2\" id=\"bde-faq-199-2\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>We utilize advanced machine learning techniques, specifically attention-based models, to analyze traffic data. These models help us identify patterns in vehicle behavior, road conditions, and driver distractions that contribute to accidents.<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-3\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-3\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">What is the dynamic risk map mentioned in the project description?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-3\" id=\"bde-faq-199-3\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>The dynamic risk map is a tool we're developing that integrates our AI-driven insights. It will identify high-risk areas and predict potential accident locations in real-time, helping drivers and city planners make safer decisions.<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-4\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-4\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">Who funds this research?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-4\" id=\"bde-faq-199-4\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p class=\"my-0\">This project is funded by the Pacific Northwest Transportation Consortium (PacTrans).<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-5\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-5\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">Who is the PacTrans Consortium<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-5\" id=\"bde-faq-199-5\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p class=\"my-0\">The Pacific Northwest Transportation Consortium (PacTrans) is a Regional University Transportation Center (UTC) for Federal Region 10, led by the University of Washington (UW). The consortium currently includes six colleges and universities:<\/p><ol><li class=\"my-0\">University of Washington (UW)<\/li><li class=\"my-0\">Northwest Indian College (NWIC)<\/li><li class=\"my-0\">Portland State University (PSU)<\/li><li class=\"my-0\">University of Alaska, Anchorage (UAA)<\/li><li class=\"my-0\">University of Idaho (UI)<\/li><li class=\"my-0\">Washington State University (WSU)<\/li><\/ol><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-6\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-6\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">Who can benefit from this research?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-6\" id=\"bde-faq-199-6\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p class=\"my-0\">The benefits extend to various groups, including:<\/p><ul><li class=\"my-0\">All drivers, especially those with specific needs<\/li><li class=\"my-0\">City planners and urban developers<\/li><li class=\"my-0\">Transportation safety officials<\/li><li class=\"my-0\">The general public through improved road safety<\/li><\/ul><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-7\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-7\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">Where can I find more information about this project?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-7\" id=\"bde-faq-199-7\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>You can find more details on the official PacTrans project page: <a class=\"break-word hover:text-super hover:decoration-super dark:hover:text-superDark dark:hover:decoration-superDark underline decoration-from-font underline-offset-1 transition-all duration-300\" href=\"https:\/\/depts.washington.edu\/pactrans\/research\/projects\/enhancing-crash-classification-through-attention-based-models-unveiling-causal-factor-importance-and-interactions-for-improved-transportation-mobility-and-safety\/\" target=\"_blank\" rel=\"nofollow noopener\">Enhancing Crash Classification through Attention-based Models<\/a><\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-8\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-8\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">How will this research impact future urban planning?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-8\" id=\"bde-faq-199-8\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>By providing detailed insights into high-risk areas and potential accident locations, this research will inform urban planners in designing safer road networks and implementing more effective traffic management strategies.<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n      <div class=\"bde-faq__item\">\n      <h3 class=\"bde-faq__title-tag\">\n       <button id=\"bde-faq-199-button-9\" aria-expanded=\"false\" aria-controls=\"bde-faq-199-9\" class=\"bde-faq__question js-faq-item\">\n          <span class=\"bde-faq__title\">How does this project differ from traditional traffic safety studies?<\/span>\n                           <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--inactive\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2c5.518 0 9.998 4.48 9.998 9.998 0 5.517-4.48 9.997-9.998 9.997-5.517 0-9.997-4.48-9.997-9.997 0-5.518 4.48-9.998 9.997-9.998zm-.747 9.25h-3.5c-.414 0-.75.336-.75.75s.336.75.75.75h3.5v3.5c0 .414.336.75.75.75s.75-.336.75-.75v-3.5h3.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75h-3.5v-3.5c0-.414-.336-.75-.75-.75s-.75.336-.75.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n         \t  <div aria-hidden=\"true\" class=\"bde-faq__icon bde-faq__icon--active\">\n                                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" clip-rule=\"evenodd\" fill-rule=\"evenodd\" stroke-linejoin=\"round\" stroke-miterlimit=\"2\" viewBox=\"0 0 24 24\"><path d=\"m12.002 2.005c5.518 0 9.998 4.48 9.998 9.997 0 5.518-4.48 9.998-9.998 9.998-5.517 0-9.997-4.48-9.997-9.998 0-5.517 4.48-9.997 9.997-9.997zm4.253 9.25h-8.5c-.414 0-.75.336-.75.75s.336.75.75.75h8.5c.414 0 .75-.336.75-.75s-.336-.75-.75-.75z\" fill-rule=\"nonzero\"\/><\/svg>\n                            <\/div>\n                  <\/button>\n      <\/h3>\n      <div role=\"region\" aria-labelledby=\"bde-faq-199-button-9\" id=\"bde-faq-199-9\" class=\"bde-faq__answer\">\n        <div class=\"bde-faq__answer-content\">\n            <div class=\"breakdance-rich-text-styles\"><p>This project leverages cutting-edge AI and machine learning techniques, particularly attention-based models, to provide more accurate and dynamic insights into traffic safety factors. This approach allows for a more nuanced understanding of the complex interactions between various factors contributing to accidents.<\/p><\/div>\n\n                    <\/div>\n      <\/div>\n    <\/div>\n  \n<\/div><\/div>\n<\/section><\/div>","protected":false},"excerpt":{"rendered":"<p>UAA College of Engineering Enhancing Crash Classification through Attention-based Models A project led by Masoumeh Heidari Kapourchali Enhancing Crash Classification through AI: Building Safer Roads for All Leveraging Attention-Based Models to Identify Risk Patterns and Improve Transportation Safety Funded by the Pacific Northwest Transportation Consortium (PacTrans), this innovative project harnesses the power of artificial intelligence [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_breakdance_hide_in_design_set":false,"_breakdance_tags":"","footnotes":""},"class_list":["post-377","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/pages\/377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/comments?post=377"}],"version-history":[{"count":7,"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/pages\/377\/revisions"}],"predecessor-version":[{"id":447,"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/pages\/377\/revisions\/447"}],"wp:attachment":[{"href":"https:\/\/coeng.uaa.alaska.edu\/AI\/wp-json\/wp\/v2\/media?parent=377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}