Publications: Energy & Data Behavior Analytics
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2025
Sun, Bingrong, Shivam Sharda, Venu Garikapati, Mohamed Amine Bouzaghrane, Juan Caicedo, Srinath Ravulaparthy, Isabel Viegas de Lima, Ling Jin, C Anna Spurlock, and Paul Waddell."Demographic Microsimulator for Integrated Urban Systems: Adapting Panel Survey of Income Dynamics to Capture the Continuum of Life."Transportation Research Record
(2025). DOI
2024
Xiao, J, Konstadinos G Goulias, Srinath Ravulaparthy, Shivam Sharda, Ling Jin, and C Anna Spurlock."Evaluating the Impacts of Autonomous Electric Vehicles Adoption on Vehicle Miles Traveled and CO2 Emissions."Energies
17.6127 (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
2022
Jin, Ling, Alina Azar, Caitlin Brown, Bingrong Sun, Venu Garikapati, Srinath Ravulaparthy, Qianmiao Chen, Alex Sim, Kesheng Wu, Tin Ho, Thomas P Wenzel, and C Anna Spurlock."What Makes You Hold on to That Old Car? Joint Insights from Machine Learning and Multinomial Logit on Vehicle-level Transaction Decisions."Frontiers in Future Transportation - Connected Mobility and Automation
(2022). DOI
2021
Lazar, Alina, Ling Jin, Caitlin Brown, C Anna Spurlock, Alex Sim, and Kesheng Wu."Performance of the Gold Standard and Machine Learning in Predicting Vehicle Transactions."2021 IEEE International Conference on Big Data (Big Data)
(2021). DOI
Popovich, Natalie, C Anna Spurlock, Zachary Needell, Ling Jin, Thomas P Wenzel, Colin Sheppard, and Mona Asudegi."A methodology to develop a geospatial transportation typology."Journal of Transport Geography
93 (2021) 103061. DOI