Welcome!

About me

I am a professor in Transportation and Infrastructure Systems Engineering, Lyles School of Civil Engineering, Purdue University.

Address: HAMP G167D, 550 Stadium Mall Drive, West Lafayette, IN 47907-2051

Phone: (765) 494-2296

Fax: (765) 494-7996

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Selected papers

News

August 2024: New comment paper “We need to prepare our transport systems for heatwaves—here’s how” has been published on Nature.

May 2024: Congratulations to Jiawei Xue, Xiaowei Chen, SangUng Park, and Mithun Debnath on successfully defending their theses!

Lab Dinner 2024

May 2024: New paper “A physics-informed machine learning for generalized bathtub model in large-scale urban networks” has been published on Transportation Research Part C.

Mar. 2024: New paper “Modeling the influence of charging cost on electric ride-hailing vehicles” has been published on Transportation Research Part C.

Jan. 2024: New paper “Comparison of home detection algorithms using smartphone GPS data” has been published on EPJ Data Science.

Jan. 2024: New paper “METS-R SIM: A simulator for Multi-modal Energy-optimal Trip Scheduling in Real-time with shared autonomous electric vehicles” has been published on Simulation Modeling Practice and Theory.

Nov. 2023: New paper “Scalable reinforcement learning approaches for dynamic pricing in ride-hailing systems” has been published on Transportation Research Part B.

Sept. 2023: New paper “Mapping sidewalks on a neighborhood scale from street view images” has been published on Environment and Planning B: Urban Analytics and City Science.

Nov. 2022: New paper“Modeling the dynamics and spatial heterogeneity of city growth” has been published on npj Urban Sustainability.

Oct. 2022: New paper “Spatial structure of city population growth” has been published on Nature Communications.

May 2022: New paper “Progression of hurricane evacuation-related dynamic decision-making with information processing” has been published on Transportation Research Part D.

Mar. 2022: New paper “Quantifying the spatial homogeneity of urban road networks via graph neural networks” has been published on Nature Machine Intelligence.

Feb. 2022: New paper “Toward data-driven, dynamical complex systems approaches to disaster resilience” is published on PNAS.

Nov. 2021: Dr. Washim Mondal received the best paper award in the Cooperative AI workshop at NeurIPS 2021 for his work “On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)”.

June 2021: Congratulations on the graduation of Dr. Hemant Gehlot!

Lab Dinner 2021

July 2020: New paper “Efficient proactive vehicle relocation for on-demand mobility service with recurrent neural networks” is now online.

Apr. 2020: Our new paper “Impact of transportation network companies on urban congestion: Evidence from large-scale trajectory data” has been published on Sustainable Cities and Society.

Mar. 2019: New paper “A-RESCUE 2.0: A High-Fidelity, Parallel, Agent-Based Evacuation Simulator” is now online.

Dec. 2018: Congratulations on the graduation of Dr. Xinwu Qian and Dr. Wenbo Zhang!

Lab Dinner 2018

Nov. 2018: New paper “User equilibrium with a policy-based link transmission model for stochastic time-dependent traffic networks” is now online.

Nov. 2018: New paper: “Joint modeling of evacuation departure and travel times in hurricanes” is now online.

Oct. 2018: Our work in the recent research foundation news “A little help from your friends is key to natural disaster recovery, Purdue research study suggests”.

Oct. 2018: New paper “A spatiotemporal deep learning approach for citywide short-term crash risk prediction with multi-source data” is now online.