Publications
X Author: Xiaodan Xu
2026
Poliziani, Cristian, Ling Jin, Xiaodan Xu, Yuhan Wang, Haitam Laarabi, James Butler, Carlos Guirado, Nazanin Rezaei, Zachary Needell, Tom Wenzel, and C․Anna Spurlock."Traffic, air quality, and health impacts resulting from transport interventions using a regional-scale agent-based transportation system model."Sustainable Cities and Society
141 (2026) 107263. DOI
2025
Xu, Xiaodan, Hung-Chia Yang, Haitam Laarabi, Cristian Poliziani, Alicia Birky, Kyungsoo Jeong, Hongyu Lu, Randall Guensler, and C Anna Spurlock."Improving commercial truck fleet composition in emission modeling using 2021 US VIUS data."International Journal of Sustainable Transportation
(2025) 1-19. DOI
2024
Jin, Ling, Xiaodan Xu, Yuhan Wang, Alina Lazar, Kaveh Farokhi Sadabadi, C Anna Spurlock, Zachary Needell, Duleep Rathgamage Don, Mahyar Amirgholy, and Mona Asudegi."Macroscopic Traffic Modeling Using Probe Vehicle Data: A Machine Learning Approach."Data Science for Transportation
6.3 (2024). DOI
Xu, Xiaodan, Carlos Guirado, Ling Jin, Catherine Ledna, and C Anna Spurlock."NAtional Vehicle Itinerary GenerATor (NAVIGAT)."
(2024).
Xu, Xiaodan, Hung-Chia Yang, Kyungsoo Jeong, William Bui, Srinath Ravulaparthy, Haitam Laarabi, Zachary Needell, and C Anna Spurlock."Teaching freight mode choice models new tricks using interpretable machine learning methods."Frontiers in Future Transportation
5 (2024). DOI
Spurlock, C Anna, Mohamed Amine Bouzaghrane, Aaron Brooker, Juan Caicedo, Jeff Gonder, Jake Holden, Kyungsoo Jeong, Ling Jin, Haitam Laarabi, Zachary Needell, Cristian Poliziani, Shivam Sharda, Bingrong Sun, Paul Waddell, Yuhan Wang, Rashid Waraich, Thomas P Wenzel, and Xiaodan Xu."Behavior, Energy, Autonomy & Mobility Comprehensive Regional Evaluator: Overview, calibration and validation summary of an agent-based integrated regional transportation modeling workflow."
(2024).
Adlouni, Mohammed, Ling Jin, Xiaodan Xu, C Anna Spurlock, Alina Lazar, Kaveh Farokhi Sadabadi, Mahyar Amirgholy, and Mona Asudegi."Macroscopic Emission Modeling of Urban Traffic Using Probe Vehicle Data: A Machine Learning Approach."2024 IEEE International Conference on Big Data (BigData)
(2024) 8601-8603. DOI
2023
Jin, Ling, Xiaodan Xu, Yuhan Wang, Kaveh Farokhi Sadabadi, Alina Lazar, Duleep Rathgamage Don, Zachary Needell, C Anna Spurlock, Mahyar Amirgholy, and Mona Asudegi."Leveraging Probe Data and Machine Learning to Derive and Interpret Macroscopic Fundamental Diagrams Across U.S. Cities."2023 IEEE International Conference on Big Data (BigData)
(2023). DOI