Co-Author: Wei Zhou, n/a – National University of Singapore

Primary Author: Ghim Ping Ong, n/a (he/him/his) – National University of Singapore

Presenter: Ghim Ping Ong, n/a (he/him/his) – National University of Singapore

Submitter: Ghim Ping Ong, n/a (he/him/his) – National University of Singapore

Primary Author: Chris Sinclair – Renaissance Planning Group

Presenter: Chris Sinclair – Renaissance Planning Group

Co-Author: John Patrick, AICP – Hillsborough County

Presenter: John Patrick, AICP – Hillsborough County

Co-Author: Jeanette Berk, MPA – Gannet Fleming

Presenter: Jeanette Berk, MPA – Gannet Fleming

Co-Author: Lama Alfaseeh, PhD PMP – Hillsborough County

Submitter: Chris Sinclair – Renaissance Planning Group

Co-Author: Gabriela Gonzalez, na – na

Primary Author: Aly M. Tawfik, PTP – California State University, Fresno

Presenter: Aly M. Tawfik, PTP – California State University, Fresno

Submitter: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Hayden Atchley – Utah Department of Transportation

Co-Author: Kamryn W. Mansfield, n/a – Harvard University

Primary Author: Gregory S. Macfarlane, PhD, P.E. (he/him/his) – Brigham Young University

Co-Author: Gregory S. Macfarlane, PhD, P.E. (he/him/his) – Brigham Young University

Presenter: Gregory S. Macfarlane, PhD, P.E. (he/him/his) – Brigham Young University

Submitter: Gregory S. Macfarlane, PhD, P.E. (he/him/his) – Brigham Young University

Primary Author: Behzad Rouhanizadeh, PhD – Georgia Southern University

Co-Author: Elnaz Safapour, PhD (she/her/hers) – Georgia Southern University

Presenter: Elnaz Safapour, PhD (she/her/hers) – Georgia Southern University

Submitter: Elnaz Safapour, PhD (she/her/hers) – Georgia Southern University

Primary Author: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Aly M. Tawfik, PTP – California State University, Fresno

Presenter: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Zachary Pate (he/him/his) – Deloitte Consulting

Presenter: Zachary Pate (he/him/his) – Deloitte Consulting

Co-Author: Heather M. Rose, MA – FHWA

Co-Author: Viktoriia Dunleavy, MA – FHWA

Co-Author: Rachel James, na – na

Co-Author: Matthew Jacobs, na – na

Co-Author: Adnan Sheikh, n/a – Deloitte Consulting

Co-Author: Helena Rowe, n/a – Deloitte

Co-Author: Simone Jones, NA – Deloitte

Submitter: Aly M. Tawfik, PTP – California State University, Fresno

Primary Author: Sai Sesidhar Vullapu, M.Plan (he/him/his) – Indian Institute of Technology Kharagpur

Co-Author: Arkopal Kishore Goswami (he/him/his) – Indian Institute of Technology Kharagpur

Presenter: Arkopal Kishore Goswami (he/him/his) – Indian Institute of Technology Kharagpur

Co-Author: Madhumita Paul, n/a – Indian Institute of Technology Kharagpur

Submitter: Sai Sesidhar Vullapu, M.Plan (he/him/his) – Indian Institute of Technology Kharagpur

Co-Author: Srimantini Bhattacharya, n/a – New York University, Tandon School of Engineering

Presenter: Srimantini Bhattacharya, n/a – New York University, Tandon School of Engineering

Co-Author: Suhail Asghar, n/a – Penn State University

Primary Author: Nikhil Menon, PhD (he/him/his) – Kittelson & Associates, Inc.

Co-Author: Makarand Gawade, n/a – HDR

Submitter: Nikhil Menon, PhD (he/him/his) – Kittelson & Associates, Inc.

Primary Author: Latif Patwary, PhD – Oak Ridge National Laboratory

Presenter: Latif Patwary, PhD – Oak Ridge National Laboratory

Co-Author: Majbah Uddin, PhD (he/him/his) – Oak Ridge National Laboratory

Co-Author: Md Sami Hasnine, A.M.ASCE – Virginia Tech

Submitter: Latif Patwary, PhD – Oak Ridge National Laboratory

Primary Author: Eleanor Lamb, ENV SP (she/her/hers) – American Society of Civil Engineers

Submitter: Eleanor Lamb, ENV SP (she/her/hers) – American Society of Civil Engineers

Primary Author: Cong Chen, P.E., RSP1., M.ASCE – Center for Urban Transportation Research, University of South Florida

Presenter: Cong Chen, P.E., RSP1., M.ASCE – Center for Urban Transportation Research, University of South Florida

Co-Author: Kristine M. Williams, FAICP (she/her/hers) – KMW Associates LLC

Co-Author: Pei-Sung Lin, PhD, P.E., PTOE, FITE (he/him/his) – Center for Urban Transportation Research (CUTR), University of South Florida

Presenter: Pei-Sung Lin, PhD, P.E., PTOE, FITE (he/him/his) – Center for Urban Transportation Research (CUTR), University of South Florida

Co-Author: Elzbieta Białkowska-Jelińska, Ph.D., GISP – University of South Florida

Co-Author: Tia Boyd, AICP (she/her/hers) – USF Center for Urban Transportation Research

Co-Author: Gina Bonyani, bachelor's degrees – Florida Department Of Transportation

Submitter: Cong Chen, P.E., RSP1., M.ASCE – Center for Urban Transportation Research, University of South Florida

Primary Author: Bryan Stebbins, n/a – Interstate Bridge Replacement Program

Presenter: Greg Johnson, PE (he/him/his) – Interstate Bridge Replacement (IBR) Program

Submitter: Bryan Stebbins, n/a – Interstate Bridge Replacement Program

Primary Author: Kelvin A. Terkper, GRA – University of Louisiana at Lafayette

Presenter: Kelvin A. Terkper, GRA – University of Louisiana at Lafayette

Co-Author: Milhan Moomen, PhD – Louisiana Transportation Research Center

Presenter: Milhan Moomen, PhD – Louisiana Transportation Research Center

Co-Author: M. Ashifur Rahman, PhD (he/him/his) – Louisiana Transportation Research Center

Co-Author: Nurul-Haq Mohammed, GRA – University of Louisiana at Lafayette

Co-Author: Waseem Akhtar khan, Masters – University of Louisiana at Lafayette

Co-Author: Julius Codjoe, PhD. & P.E. – Louisiana Transportation Research Center

Submitter: Kelvin A. Terkper, GRA – University of Louisiana at Lafayette

Primary Author: Samra Sarwar – Universityu of Deusto

Presenter: Samra Sarwar – Universityu of Deusto

Co-Author: Sergi Sauri, n/a – Center for Innovation in Transport (CENIT)@CIMNE

Submitter: Samra Sarwar – Universityu of Deusto

Co-Author: Zachary Pate (he/him/his) – Deloitte Consulting

Presenter: Zachary Pate (he/him/his) – Deloitte Consulting

Primary Author: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Aly M. Tawfik, PTP – California State University, Fresno

Presenter: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Heather M. Rose, MA – FHWA

Co-Author: Viktoriia Dunleavy, MA – FHWA

Co-Author: Rachel James, na – na

Co-Author: Adnan Sheikh, n/a – Deloitte Consulting

Co-Author: Simone Jones, NA – Deloitte

Co-Author: Matthew Jacobs, na – na

Submitter: Aly M. Tawfik, PTP – California State University, Fresno

Primary Author: Kent Klann – Fresno State Transportation Institute

Presenter: Kent Klann – Fresno State Transportation Institute

Co-Author: Aly M. Tawfik, PTP – California State University, Fresno

Submitter: Kent Klann – Fresno State Transportation Institute

Co-Author: Sarala Gunathilaka, sudahawa@students.kennesaw.edu (she/her/hers) – Kennesaw State University

Presenter: Sarala Gunathilaka, sudahawa@students.kennesaw.edu (she/her/hers) – Kennesaw State University

Primary Author: Dinith Gunawardana – Sri Lanka Institute of Information Technology

Co-Author: Niranga Amarasingha, PhD – Sri Lanka Institute of Information Technology

Co-Author: Sunanda Dissanayake, sdissan1@kennesaw.edu – Kennesaw State University

Submitter: Sarala Gunathilaka, sudahawa@students.kennesaw.edu (she/her/hers) – Kennesaw State University

Co-Author: Amir Rafe (he/him/his) – Utah State University

Presenter: Amir Rafe (he/him/his) – Utah State University

Primary Author: Sajjad Mazloum, MA (he/him/his) – University of Tehran

Co-Author: Navid Khademi, n/a – University of Tehran

Co-Author: Ali Ahmadi, n/a – University of Tehran

Co-Author: Kimia Afand, MA (she/her/hers) – University of Tehran

Co-Author: Amirmohammad Zabihpour, n/a – University of Tehran

Co-Author: Patrick A. Singleton, PhD (he/him/his) – Utah State University

Submitter: Amir Rafe (he/him/his) – Utah State University

Primary Author: Minha Khan, M.Plan – Aligarh Muslim University

Co-Author: Syed Mohammad Noman Tariq, n/a – Aligarh Muslim University

Submitter: Minha Khan, M.Plan – Aligarh Muslim University

Co-Author: Zachary Pate (he/him/his) – Deloitte Consulting

Co-Author: Heather M. Rose, MA – FHWA

Co-Author: Viktoriia Dunleavy, MA – FHWA

Co-Author: Rachel James, na – na

Primary Author: Aly M. Tawfik, PTP – California State University, Fresno

Presenter: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Adnan Sheikh, n/a – Deloitte Consulting

Co-Author: Matthew Jacobs, na – na

Co-Author: Simone Jones, NA – Deloitte

Co-Author: Helena Rowe, n/a – Deloitte

Submitter: Aly M. Tawfik, PTP – California State University, Fresno

Primary Author: Lianghui Qian, PhD – Southwest Forestry Uninversity

Co-Author: Jinfeng Liu, postgraduate – Southwest Forestry University

Co-Author: Rongkai Cui, Master degree – Southwest Forestry University

Submitter: Lianghui Qian, PhD – Southwest Forestry Uninversity

Primary Author: Paul Terkumbur Adeke – Joseph Sarwuan Tarka University Makurdi

Co-Author: Manasseh Tyogo, n/a – JOSTUM

Co-Author: Tersoo Danyi, n/a – JOSTUM

Submitter: Paul Terkumbur Adeke – Joseph Sarwuan Tarka University Makurdi

Co-Author: Prof Mohamed Mostafa Mostafa, PhD: Civil Engineering, Pr. Eng (ECSA) (he/him/his) – University of KwaZulu Natal (UKZN)

Co-Author: Dillip Das

Primary Author: Javed Bari, PhD, PE, M.ASCE (he/him/his) – North South University

Presenter: Javed Bari, PhD, PE, M.ASCE (he/him/his) – North South University

Co-Author: Nishat Tasneem, B.Sc. in Civil and Environmental Engineering – North South University

Co-Author: Md. F. S. Snigdho, B.Sc. in Civil and Environmental Engineering – North South University

Co-Author: Md. M. U. K. Anik, B.Sc. in Civil and Environmental Engineering – North South University

Submitter: Javed Bari, PhD, PE, M.ASCE (he/him/his) – North South University

Co-Author: Zijuan Yin, PhD (she/her/hers) – Southeast University

Presenter: Zijuan Yin, PhD (she/her/hers) – Southeast University

Co-Author: Yichen Gu, n/a – Southeast University

Co-Author: Yan Zheng, n/a – Southeast University

Primary Author: Wenquan Li, n/a – Southeast University

Co-Author: Wenquan Li, n/a – Southeast University

Submitter: Zijuan Yin, PhD (she/her/hers) – Southeast University

Presenter: Umesh Sharma, 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: Umesh Sharma, n/a – Oklahoma State University

Primary Author: Nikhil Menon, PhD (he/him/his) – Kittelson & Associates, Inc.

Presenter: Nikhil Menon, PhD (he/him/his) – Kittelson & Associates, Inc.

Co-Author: Sonu Mathew, n/a – Kittelson and Associates Inc

Co-Author: Ananta Sinha, PhD (he/him/his) – Kittelson & Associates, Inc.

Submitter: Nikhil Menon, PhD (he/him/his) – Kittelson & Associates, Inc.

Primary Author: Adrian Cottam, Ph.D. – Auburn University

Co-Author: Corey J. McDaniels, n/a – Auburn University

Co-Author: Laurence Rilett, Ph.D., P.E. – Auburn University

Co-Author: Steve Carter, P.E. – U.S. Army Corps of Engineers

Submitter: Adrian Cottam, Ph.D. – Auburn University

Primary Author: Brendan O'Keeffe – UnDelay

Submitter: Brendan O'Keeffe – UnDelay

Primary Author: Lyndsey Harris, n/a – Purdue University

Co-Author: Isaiah C. Mwamba, n/a (he/him/his) – Purdue University

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

Submitter: Lyndsey Harris, n/a – Purdue University

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

Co-Author: Hafsa Lateef, Master – BPP University London

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

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

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

Submitter: Talha Ahmed (he/him/his) – North Dakota State University

Co-Author: Matthew Jacobs, na – na

Co-Author: Heather M. Rose, MA – FHWA

Co-Author: Viktoriia Dunleavy, MA – FHWA

Co-Author: Rachel James, na – na

Co-Author: Zachary Pate (he/him/his) – Deloitte Consulting

Co-Author: Helena Rowe, n/a – Deloitte

Co-Author: Adnan Sheikh, n/a – Deloitte Consulting

Primary Author: Aly M. Tawfik, PTP – California State University, Fresno

Presenter: Aly M. Tawfik, PTP – California State University, Fresno

Submitter: Aly M. Tawfik, PTP – California State University, Fresno

Primary Author: Prabhat Rijal – California State University, Fresno

Co-Author: Aly M. Tawfik, PTP – California State University, Fresno

Co-Author: Saugat Paudel – Fresno State Transportation Institute

Submitter: Prabhat Rijal – California State University, Fresno

Primary Author: Nazmus Sakib, n/a (he/him/his) – Islamic University of Technology (IUT)

Co-Author: Mashrur Ferdous, n/a – Islamic University of Technology

Submitter: Nazmus Sakib, n/a (he/him/his) – Islamic University of Technology (IUT)

Co-Author: Amir Rafe (he/him/his) – Utah State University

Presenter: Amir Rafe (he/him/his) – Utah State University

Primary Author: Kimia Afand, MA (she/her/hers) – University of Tehran

Co-Author: Navid Khademi, n/a – University of Tehran

Co-Author: Sajjad Mazloum, MA (he/him/his) – University of Tehran

Co-Author: Ali Ahmadi, n/a – University of Tehran

Co-Author: Amirmohammad Zabihpour, n/a – University of Tehran

Co-Author: Patrick A. Singleton, PhD (he/him/his) – Utah State University

Submitter: Amir Rafe (he/him/his) – Utah State University

Primary Author: Latif Patwary, PhD – Oak Ridge National Laboratory

Presenter: Latif Patwary, PhD – Oak Ridge National Laboratory

Co-Author: Asad J. Khattak, PhD (he/him/his) – University of Tennessee, Knoxville

Submitter: Latif Patwary, PhD – Oak Ridge National Laboratory

Co-Author: Md Sami Hasnine, A.M.ASCE – Virginia Tech

Co-Author: Atri Prashant – Indian Institute of Technology Kharagpur

Presenter: Atri Prashant – Indian Institute of Technology Kharagpur

Primary Author: Taqdees Mariam – Indian Institute of Technology

Co-Author: Arkopal Kishore Goswami (he/him/his) – Indian Institute of Technology Kharagpur

Submitter: Atri Prashant – Indian Institute of Technology Kharagpur

Primary Author: Kavitha G, N/A, Affiliated to Visvesvaraya Technological University (VTU), Karnataka – RASTA, Center for Road Technology

Presenter: Kavitha G, N/A, Affiliated to Visvesvaraya Technological University (VTU), Karnataka – RASTA, Center for Road Technology

Co-Author: Laxmi C Naik, N/A, n/a – RASTA, Center for Road Technology

Presenter: Laxmi C Naik, N/A, n/a – RASTA, Center for Road Technology

Co-Author: Jayaram M A, N/A, n/a – RASTA, Center for Road Technology

Submitter: Kavitha G, N/A, Affiliated to Visvesvaraya Technological University (VTU), Karnataka – RASTA, Center for Road Technology

Primary Author: irfan batur, n/a – Arizona State University

Presenter: irfan batur, n/a – Arizona State University

Co-Author: Steven Polzin, n/a – Arizona State University

Co-Author: Ram M. Pendyala, n/a (he/him/his) – Arizona State University

Submitter: irfan batur, n/a – Arizona State University

Primary Author: Vitalii Naumov, PhD, Dr.Sc. – Cracow University of Technology

Presenter: Vitalii Naumov, PhD, Dr.Sc. – Cracow University of Technology

Co-Author: Hanna Vasiutina, Ph.D. – Jagiellonian University

Submitter: Vitalii Naumov, PhD, Dr.Sc. – Cracow University of Technology