Publications
X Author: Ling Jin
2025
Guo, Wenxuan, Z Hu, Ling Jin, Yanyan Xu, and Marta C González."DeepAir: Deep learning and satellite imagery to estimate high-resolution PM2.5 at scale."Machine Learning: Science and Technology
(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).
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).
Jin, Ling, Connor P Jackson, Yuhan Wang, Qianmiao Chen, Tin Ho, C Anna Spurlock, Aaron Brooker, Jake Holden, Jeff Gonder, Mohamed Amine Bouzaghrane, Bingrong Sun, Shivam Sharda, Venu Garikapati, Thomas P Wenzel, and Juan Caicedo."Technology progress and clean vehicle policies on fleet turnover and equity: insights from household vehicle fleet micro-simulations with ATLAS."Transportation Planning and Technology
(2024) 1 - 24. 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
Wang, Yuhan, Lucas A.J Bastien, Ling Jin, and Robert A Harley."Location-Specific Control of Precursor Emissions to Mitigate Photochemical Air Pollution."Environmental Science & Technology
57.26 (2023) 9693 - 9701. DOI
Yang, Hung-Chia, Ling Jin, Alina Lazar, Annika Todd-Blick, Alex Sim, Kesheng Wu, Qianmiao Chen, and C Anna Spurlock."Gender Gaps in Mode Usage, Vehicle Ownership, and Spatial Mobility When Entering Parenthood: A Life Course Perspective."Systems
11.6 (2023) 314. DOI
2022
Wang, Yuhan, Lucas A.J Bastien, Ling Jin, and Robert A Harley."Responses of Photochemical Air Pollution in California’s San Joaquin Valley to Spatially and Temporally Resolved Changes in Precursor Emissions."Environmental Science & Technology
56.11 (2022) 7074 - 7082. DOI
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
Vlachogiannis, Dimitrios M, Yanyan Xu, Ling Jin, and Marta C González."Correlation networks of air particulate matter (PM2.5): a comparative study."Applied Network Science
6.1 (2021). DOI
Huang, Lin, Jinjin Sun, Ling Jin, Nancy J Brown, and Jianlin Hu."Strategies to reduce PM2.5 and O3 together during late summer and early fall in San Joaquin Valley, California."Atmospheric Research
(2021) 105633. DOI
2020
Todd-Blick, Annika, C Anna Spurlock, Ling Jin, Peter Cappers, Sam Borgeson, Daniel Fredman, and Jarett Zuboy."Winners are not keepers: Characterizing household engagement, gains, and energy patterns in demand response using machine learning in the United States."Energy Research & Social Science
70 (2020). DOI
Jin, Ling, Alina Lazar, James Sears, Annika Todd-Blick, Alex Sim, Kesheng Wu, Hung-Chia Yang, and C Anna Spurlock."Clustering Life Course to Understand the Heterogeneous Effects of Life Events, Gender, and Generation on Habitual Travel Modes."IEEE Access
(2020) 1-17. DOI
Nordahl, Sarah L, Jay P Devkota, Jahon Amirebrahimi, Sarah Josephine Smith, Hanna Breunig, Chelsea V Preble, Andrew Satchwell, Ling Jin, Nancy J Brown, Thomas W Kirchstetter, and Corinne D Scown."Life-Cycle Greenhouse Gas Emissions and Human Health Trade-Offs of Organic Waste Management StrategiesLife-Cycle Greenhouse Gas Emissions and Human Health Trade-Offs of Organic Waste Management Strategies."Environmental Science & Technology
54.15 (2020) 9200 - 9209. DOI
Jin, Ling, Corinne D Scown, Tin Ho, Tyler Huntington, and Wei Zhou."Smelly-Odor Webtool (Smelly) v1."
(2020). DOI
2019
Lazar, Alina, Alexandra Ballow, Ling Jin, C Anna Spurlock, Alex Sim, and Kesheng Wu."Machine Learning for Prediction of Mid to Long Term Habitual Transportation Mode Use."2019 IEEE International Conference on Big Data (Big Data)2019 IEEE International Conference on Big Data (Big Data)
(2019). DOI
Todd-Blick, Annika, Peter Cappers, C Anna Spurlock, and Ling Jin."Spillover as a cause of bias in baseline evaluation methods for demand response programs."Applied Energy
250 (2019) 344 - 357. DOI
Lazar, Alina, Ling Jin, C Anna Spurlock, Kesheng Wu, Alex Sim, and Annika Todd-Blick."Evaluating the Effects of Missing Values and Mixed Data Types on Social Sequence Clustering Using t-SNE Visualization."Journal of Data and Information Quality
11.2 (2019) 1 - 22. DOI
Spurlock, C Anna, James Sears, Gabrielle Wong-Parodi, Victor Walker, Ling Jin, Margaret Taylor, Andrew Duvall, Anand R Gopal, and Annika Todd-Blick."Describing the users: Understanding adoption of and interest in shared, electrified, and automated transportation in the San Francisco Bay Area."Transportation Research Part D: Transport and Environment
71 (2019) 283-301. DOI