Primary Author: Hanyi Yang, Ph.D – University of Hawaii at Manoa

Co-Author: Changjian Zhang, Ph.D – University of Hawaii

Co-Author: Shanglian Zhou, PhD – University of Hawaii at Manoa

Co-Author: Yiwei Wang, N/A, n/a – University of Hawaii at Manoa

Co-Author: Guohui Zhang, PhD – University of Hawaiʻi at Mānoa

Submitter: Hanyi Yang, Ph.D – University of Hawaii at Manoa

Primary Author: Mukundhan Narasimhan – University of Florida

Co-Author: Lili Du, n/a – University of Florida

Co-Author: Scott S. Washburn, N/A, PE – University of Florida

Co-Author: Pavle Bujanovic, n/a – Federal Highway Administration

Submitter: Mukundhan Narasimhan – University of Florida

Primary Author: B. Brian Park – University of Virginia

Submitter: B. Brian Park – University of Virginia

Primary Author: Abhilasha Saroj, PhD – Oak Ridge National Laboratory

Co-Author: Guanhao Xu, PhD (he/him/his) – Oak Ridge National Lab

Co-Author: Chieh (Ross) Wang, n/a (he/him/his) – Oak Ridge National Laboratory

Co-Author: Yunli Shao, n/a – University of Georgia

Co-Author: Jinghui Yuan, n/a – Oak Ridge National Lab

Submitter: Abhilasha Saroj, PhD – Oak Ridge National Laboratory

Primary Author: Ramina Javid, PhD Candidate (she/her/hers) – Morgan State University

Presenter: Ramina Javid, PhD Candidate (she/her/hers) – Morgan State University

Co-Author: Eazaz Sadeghvaziri, PhD (he/him/his) – Mercer University

Presenter: Eazaz Sadeghvaziri, PhD (he/him/his) – Mercer University

Co-Author: Mansoureh Jeihani, PhD – Morgan State University

Presenter: Mansoureh Jeihani, PhD – Morgan State University

Submitter: Ramina Javid, PhD Candidate (she/her/hers) – Morgan State University

Primary Author: Heng Wei – University of Cincinnati

Co-Author: Wei Lin, n/a – The University of Cincinnati

Co-Author: Zhxia Richard Li, N/A – University of Cincinnati

Submitter: Heng Wei – University of Cincinnati

Primary Author: Udaya Adhikari – University of Arizona

Co-Author: Mingfeng Shang, Ph.D. – University of Arizona

Co-Author: Yao-Jan Wu, Ph.D., P.E. – University of Arizona

Submitter: Udaya Adhikari – University of Arizona

Primary Author: David D. Zhang, High School Research Assistant – Ladue Horton Watkins High School

Presenter: David D. Zhang, High School Research Assistant – Ladue Horton Watkins High School

Co-Author: Yuxin Ding, Graduate Research Assistant – The Pennsylvania State University

Co-Author: Xianbiao Hu, PhD – Pennsylvania State University

Submitter: David D. Zhang, High School Research Assistant – Ladue Horton Watkins High School

Primary Author: Steven Cheshko, PE – ADOT

Presenter: Steven Cheshko, PE – ADOT

Co-Author: Shafique Islam, PE, PTOE – ADOT

Presenter: Shafique Islam, PE, PTOE – ADOT

Submitter: Steven Cheshko, PE – ADOT

Primary Author: Ke Ma – UW-Madison

Co-Author: Heye Huang, Dr. – University of Wisconsin–Madison

Co-Author: Hangyu Li, n/a – University of Wisconsin-Madison

Co-Author: Peng Zhang, PhD Student in Civil and Environmental Engineering – University of Wisconsin-Madison

Co-Author: Zhaohui Liang, n/a – UW-Madison

Co-Author: Xiaopeng Li, Professional Engineer – University of Wisconsin-Madison

Submitter: Ke Ma – UW-Madison

Primary Author: MANSURA SHARMIN, n/a (she/her/hers) – University of Wisconsin-Madison

Co-Author: Sikai Chen, n/a – University of Wisconsin-Madison

Co-Author: Andrea Bill, n/a – Traffic Operations and Safety Laboratory, UW-Madison

Co-Author: David A. Noyce, n/a – University of Wisconsin-Madison Department of Civil and Environmental Engineering

Submitter: MANSURA SHARMIN, n/a (she/her/hers) – University of Wisconsin-Madison

Primary Author: Md Ashik Mahamud, n/a – University of North Dakota

Co-Author: Rebecca Frimpomaah (she/her/hers) – University of North Dakota

Co-Author: Sherif Gaweesh, n/a – University of North Dakota

Submitter: Md Ashik Mahamud, n/a – University of North Dakota

Primary Author: Arian Zare, PhD – University of Minnesota - twin cities

Submitter: Arian Zare, PhD – University of Minnesota - twin cities

Primary Author: Hang Zhou, n/a – University of Wisconsin-Madison

Co-Author: Chengyuan Ma, n/a – University of Wisconsin-Madison

Co-Author: Xiaopeng Li, Professional Engineer – University of Wisconsin-Madison

Submitter: Hang Zhou, n/a – University of Wisconsin-Madison

Primary Author: Shian Wang, Ph.D. – The University of Texas at El Paso

Presenter: Shian Wang, Ph.D. – The University of Texas at El Paso

Submitter: Shian Wang, Ph.D. – The University of Texas at El Paso

Primary Author: Lei Zhu (he/him/his) – UNC Charlotte

Co-Author: J. Sam Lott, M.S. (he/him/his) – Automated Mobility Services, LLC

Co-Author: Stanley E. Young, Ph.D., P.E. (he/him/his) – NREL

Submitter: Lei Zhu (he/him/his) – UNC Charlotte

Primary Author: Tasnim A. Majumder, n/a – Florida Atlantic University

Submitter: Tasnim A. Majumder, n/a – Florida Atlantic University

Co-Author: Prathyush Kumar Reddy Lebaku, n/a – University of Houston

Primary Author: Lu Gao (he/him/his) – University of Houston

Co-Author: Yunpeng Zhang, n/a – University of Houston

Presenter: Yunpeng Zhang, n/a – University of Houston

Co-Author: Zhixia Li, n/a – University of Houston

Co-Author: Yongxin Liu, n/a – Embry‑Riddle Aeronautical University

Co-Author: Tanvir Arafin, n/a – george mason university

Submitter: Lu Gao (he/him/his) – University of Houston

Primary Author: Abhilasha Saroj, PhD – Oak Ridge National Laboratory

Co-Author: Somdut Roy, Ph.D. – Atkins

Co-Author: Guin Angshuman, n/a (he/him/his) – Georgia Institute of Technology

Co-Author: Michael Hunter, n/a (he/him/his) – Georgia Institute of Technology

Submitter: Abhilasha Saroj, PhD – Oak Ridge National Laboratory

Primary Author: Maria Bassil, Ph.D. – AECOM

Co-Author: Maria Bassil, Ph.D. – AECOM

Presenter: Maria Bassil, Ph.D. – AECOM

Co-Author: Corby Schaub, GIS Supervisor – AECOM

Co-Author: Paul A. Avery, AVP – AECOM

Submitter: Maria Bassil, Ph.D. – AECOM

Primary Author: Hang Zhou, n/a – University of Wisconsin-Madison

Co-Author: Chengyuan Ma, n/a – University of Wisconsin-Madison

Co-Author: Xiaopeng Li, Professional Engineer – University of Wisconsin-Madison

Submitter: Hang Zhou, n/a – University of Wisconsin-Madison

Primary Author: Deema N. Almaskati (she/her/hers) – The University of Texas at Arlington

Co-Author: Apurva Pamidimukkala, PhD – University of Texas at Arlington

Co-Author: Sharareh Kermanshachi, Ph.D., P.E. – The University of Texas at Arlington

Co-Author: Jay Michael M. Rosenberger, Ph.D. (he/him/his) – University of Texas at Arlington

Co-Author: Greg Hladik, Ph.D. (he/him/his) – University of Texas at Arlington

Submitter: Deema N. Almaskati (she/her/hers) – The University of Texas at Arlington

Primary Author: Saumik Sakib Bin Masud, M.Sc., E.I.T – The University of Kansas

Co-Author: Alexandra Kondyli, n/a – University of Kansas

Submitter: Saumik Sakib Bin Masud, M.Sc., E.I.T – The University of Kansas

Presenter: Saumik Sakib Bin Masud, M.Sc., E.I.T – The University of Kansas

Co-Author: Mohamadamin Asgharzadeh, PHD – University of Kansas

Co-Author: Soheil Sajjadi

Primary Author: Samra Sarwar – Universityu of Deusto

Co-Author: Muhammad Hammad Zafar Chaudhry – Glasgow Caledonian University (GCU), Glasgow

Presenter: Muhammad Hammad Zafar Chaudhry – Glasgow Caledonian University (GCU), Glasgow

Submitter: Samra Sarwar – Universityu of Deusto

Primary Author: Ningzhe Xu, n/a – The University of Alabama

Co-Author: Jun Liu – The University of Alabama

Co-Author: Steven Jones, n/a – Alabama Transportation Institute

Submitter: Ningzhe Xu, n/a – The University of Alabama

Primary Author: Tianyi Li, PhD – Saint Louis University

Co-Author: Shian Wang, Ph.D. – The University of Texas at El Paso

Submitter: Tianyi Li, PhD – Saint Louis University

Primary Author: Sanjay Paul, PhD, PE, PTOE, PTP, RSP – Mobility Matrix, LLC

Co-Author: Marisa Walker, n/a – Arizona Commerce Authority (ACA)

Co-Author: Simon Ramos, PE, PTOE – City of Phoenix

Submitter: Sanjay Paul, PhD, PE, PTOE, PTP, RSP – Mobility Matrix, LLC

Primary Author: Cesar Luis Andriola, n/a – UW-Madison

Co-Author: Chung-Yin Lin, n/a – University of Wisconsin-Madison

Co-Author: Jingwen Zhu, n/a – University of Wisconsin-Madison

Co-Author: Madhav A. Chitturi, n/a – University of Wisconsin-Madison

Co-Author: Madhav A. Chitturi, n/a – University of Wisconsin-Madison

Submitter: Cesar Luis Andriola, n/a – UW-Madison

Presenter: Akrit Pradhan, n/a – Oklahoma State University

Co-Author: Kundan Raj Parajulee, n/a – Oklahoma State University

Primary Author: Joshua Q. Li – Oklahoma State University

Co-Author: Cody Hamblin, n/a – Oklahoma Department of Transportation (ODOT)

Submitter: Joshua Q. Li – Oklahoma State University

Primary Author: Fahmida Rahman, rahmanf@rowan.edu (she/her/hers) – Rowan University

Presenter: Fahmida Rahman, rahmanf@rowan.edu (she/her/hers) – Rowan University

Co-Author: Nazmul Haque, n/a – Bangladesh University of Engineering and Technology (BUET)

Co-Author: Joseph Nadolny, n/a – Dynamic Traffic LLC

Co-Author: Joseph Mackin, n/a – Rowan University

Submitter: Fahmida Rahman, rahmanf@rowan.edu (she/her/hers) – Rowan University

Primary Author: Man Liang, n/a – University of Maryland

Submitter: Man Liang, n/a – University of Maryland

Co-Author: Yuxin Ding, Graduate Research Assistant – The Pennsylvania State University

Co-Author: Chenxi Chen, PhD student – Penn State

Primary Author: Xianbiao Hu, PhD – Pennsylvania State University

Presenter: Xianbiao Hu, PhD – Pennsylvania State University

Submitter: Xianbiao Hu, PhD – Pennsylvania State University

Primary Author: Sheikh Muhammad Habib Abdullah, n/a – Florida Atlantic University

Presenter: Sheikh Muhammad Habib Abdullah, n/a – Florida Atlantic University

Co-Author: Xingan (David) Kan, n/a – Florida Atlantic University

Presenter: Xingan (David) Kan, n/a – Florida Atlantic University

Co-Author: Md Mahede Hasan Khan – Florida Atlantic University

Presenter: Md Mahede Hasan Khan – Florida Atlantic University

Submitter: Sheikh Muhammad Habib Abdullah, n/a – Florida Atlantic University

Primary Author: Xuan Wang, n/a – University of Georgia

Co-Author: Handong Yao (he/him/his) – University of Georgia

Submitter: Xuan Wang, n/a – University of Georgia

Primary Author: Asad Ali (he/him/his) – North Dakota State University

Co-Author: Jack Firman, n/a – NDSU

Co-Author: Mingwei Guo, Ph.D. Candidate – North Dakota State University

Co-Author: Talha Ahmed (he/him/his) – North Dakota State University

Co-Author: Ying Huang, Ph.D. – North Dakota State University

Co-Author: Pan Lu, Ph.D. – North Dakota State University

Submitter: Asad Ali (he/him/his) – North Dakota State University

Co-Author: Kundan Raj Parajulee, n/a – Oklahoma State University

Presenter: Kundan Raj Parajulee, n/a – Oklahoma State University

Primary Author: Joshua Q. Li – Oklahoma State University

Co-Author: Cody Hamblin, n/a – Oklahoma Department of Transportation (ODOT)

Submitter: Joshua Q. Li – Oklahoma State University

Primary Author: Rebecca Frimpomaah (she/her/hers) – University of North Dakota

Co-Author: Sherif Gaweesh, n/a – University of North Dakota

Co-Author: Md Ashik Mahamud, n/a – University of North Dakota

Submitter: Rebecca Frimpomaah (she/her/hers) – University of North Dakota

Primary Author: Asad Ali (he/him/his) – North Dakota State University

Presenter: Asad Ali (he/him/his) – North Dakota State University

Submitter: Asad Ali (he/him/his) – North Dakota State University

Primary Author: Javier Pena-Bastidas – The University of Alabama

Co-Author: Ningzhe Xu, n/a – The University of Alabama

Co-Author: Jun Liu – The University of Alabama

Co-Author: Teng A. Wang, n/a – University of Kentucky

Co-Author: Steven Jones, n/a – Alabama Transportation Institute

Co-Author: Reginald Souleyrette, n/a – University of Kentucky

Submitter: Javier Pena-Bastidas – The University of Alabama

Primary Author: Thaar S. Alqahtani, PhD (he/him/his) – Prince Sattam bin Abdulaziz University

Co-Author: Deogratias H. Eustace, P.E., PTOE, MASCE, MITE – University of Dayton

Submitter: Thaar S. Alqahtani, PhD (he/him/his) – Prince Sattam bin Abdulaziz University

Primary Author: Yansong Qu – PURDUE UNIVERSITY - WEST LAFAYETTE

Presenter: Yansong Qu – PURDUE UNIVERSITY - WEST LAFAYETTE

Co-Author: Jiancong Chen – PURDUE UNIVERSITY - WEST LAFAYETTE

Co-Author: Zilin Huang, n/a – University of Wisconsin–Madison

Co-Author: Zihao Sheng (he/him/his) – University of Wisconsin–Madison

Co-Author: Yen-Jung Chen, n/a – PURDUE UNIVERSITY - WEST LAFAYETTE

Co-Author: Sikai Chen, n/a – University of Wisconsin-Madison

Co-Author: Samuel Labi, n/a – Purdue University

Submitter: Yansong Qu – PURDUE UNIVERSITY - WEST LAFAYETTE

Primary Author: Md Mahede Hasan Khan – Florida Atlantic University

Submitter: Md Mahede Hasan Khan – Florida Atlantic University