Publications: Modeling

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2025

Jeong, Seongeun, Sofia D Hamilton, Matthew S Johnson, Dien Wu, Alexander J Turner, and Marc L Fischer."Applying Gaussian Process Machine Learning and Modern Probabilistic Programming to Satellite Data to Infer CO2 Emissions."Environmental Science & Technology (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(link is external)

2024

Jain, Anubhav, Tianzhen Hong, Mary Ann Piette, Michael D Sohn, Will Gorman, Alexandre Moreira, Lazlo Paul, Haitam Laarabi, and Maher Alghalayini."Frontiers in Energy Storage: Next-Generation Artificial Intelligence (AI)." (2024).
McNeil, Wilson H, Fan Tong, Robert A Harley, Maximilian Auffhammer, and Corinne D Scown."Corridor-Level Impacts of Battery-Electric Heavy-Duty Trucks and the Effects of Policy in the United States."Environmental Science & Technology 58.1 (2024) 33 - 42. DOI(link is external)
Hamilton, Sofia D, Dien Wu, Matthew S Johnson, Alexander J Turner, Marc L Fischer, Nikhil Dadheech, and Seongeun Jeong."Estimating Carbon Dioxide Emissions in Two California Cities Using Bayesian Inversion and Satellite Measurements."Geophysical Research Letters 51.20 (2024). DOI(link is external)

2023

Grahovac, Milica, Paul Ehrlich, Jianjun Hu, and Michael Wetter."Model-based data center cooling controls comparative co-design."Science and Technology for the Built Environment (2023). DOI(link is external)
Maasakkers, Joannes D, Erine E McDuffie, Melissa P Sulprizio, Candice Chen, Maggie Schultz, Lily Brunelle, Ryan Thrush, John Steller, Christopher Sherry, Daniel J Jacob, Seongeun Jeong, Bill Irving, and Melissa Weitz."A Gridded Inventory of Annual 2012–2018 U.S. Anthropogenic Methane Emissions."Environmental Science & Technology 57.43 (2023) 16276 - 16288. DOI(link is external)
Langevin, Jared, Aven Satre-Meloy, Andrew Satchwell, Ryan Hledik, Julia Olszewski, Kate Peters, and Handi Chandra-Putra."Demand-side solutions in the U.S. building sector could achieve deep emissions reductions and avoid over $100 billion in power sector costs."One Earth 6.8 (2023) 1005-2031. DOI(link is external)
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(link is external)

2022

Gerke, Brian F, Sarah Josephine Smith, Samanvitha Murthy, Aditya Khandekar, Cong Zhang, Sunhee Baik, Shreya Agarwal, Jingjing Liu, Richard E Brown, Mary Ann Piette, and Peter Alstone."Overview of Phase 4 of the California Demand Response Potential Study." (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(link is external)
Delp, William W, Brennan Less, Haoran Zhao, Spencer M Dutton, Wanyu R Chan, and Brett C Singer."Simulation-Based Analysis of Impacts of Reduced Envelope and Duct Air Leakage on Indoor Air Pollutant Concentrations in Occupied Manufactured Homes." (2022).
Jeong, Seongeun, Marc L Fischer, Hanna Breunig, Alison R Marklein, Francesca M Hopkins, and Sebastien C Biraud."Artificial Intelligence Approach for Estimating Dairy Methane Emissions."Environmental Science & Technology 56.8 (2022) 4849 - 4858. DOI(link is external)

2021

Helmns, Dre, David Blum, Armando Casillas, Anand Prakash, Jonathan Woolley, David Vernon, Caton Mande, Michael Woodcox, and Spencer M Dutton."Towards a Techno-Economic Analysis of PCM-Integrated Hybrid HVAC Systems."6th International High Performance Buildings Conference at Purdue (2021).
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(link is external)
Helmns, Dre, David Blum, Spencer M Dutton, and Van P Carey."Development and Validation of a Latent Thermal Energy Storage Model Using Modelica."Energies 14.1 (2021) 194. DOI(link is external)
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(link is external)
Langevin, Jared, Chioke B Harris, Aven Satre-Meloy, Handi Chandra Putra, Andrew Speake, Elaina Present, Rajendra Adhikari, Eric Wilson, and Andrew Satchwell."U.S. Building Energy Efficiency and Flexibility as an Electric Grid Resource."SSRN Electronic Journal (2021). DOI(link is external)

2020

Lebel, Eric D, Harmony S Lu, Lisa Vielstädte, Mary Kang, Peter Banner, Marc L Fischer, and Robert B Jackson."Methane Emissions from Abandoned Oil and Gas Wells in California."Environmental Science & Technology (2020). DOI(link is external)
Fischer, Marc L, Eric D Lebel, and Robert B Jackson."Quantifying Methane from California’s Plugged and Abandoned Oil and Gas Wells." (2020).
Gautam, Sagar, Umakant Mishra, Corinne D Scown, and Yao Zhang."Sorghum biomass production in the continental United States and its potential impacts on soil organic carbon and nitrous oxide emissions."GCB Bioenergy 12.10 (2020) 878 - 890. DOI(link is external)
Gerke, Brian F, Giulia Gallo, Sarah Josephine Smith, Jingjing Liu, Shuba V Raghavan, Peter Schwartz, Mary Ann Piette, Rongxin Yin, and Sofia Stensson."The California Demand Response Potential Study, Phase 3: Final Report on the Shift Resource through 2030." (2020). DOI(link is external)
Less, Brennan, Iain S Walker, David M Lorenzetti, Evan Mills, Vi H Rapp, Spencer M Dutton, Michael D Sohn, Xiwang Li, Jordan D Clark, and Max H Sherman."Smart Ventilation for Advanced California Homes." (2020).
Guha, Abhinav, Sally Newman, David Fairley, Tan M Dinh, Linda Duca, Stephen C Conley, Mackenzie L Smith, Andrew K Thorpe, Riley Duren, Daniel H Cusworth, Kelsey T Foster, Marc L Fischer, Seongeun Jeong, Nazli Yesiller, James L Hanson, and Philip T Martien."Assessment of Regional Methane Emission Inventories through Airborne Quantification in the San Francisco Bay AreaAssessment of Regional Methane Emission Inventories through Airborne Quantification in the San Francisco Bay Area."Environmental Science & Technology 54.15 (2020) 9254 - 9264. DOI(link is external)
Thorpe, Andrew K, Riley Duren, Stephen A Conley, Kuldeep R Prasad, Brian De. Bue, Vineet Yadav, Kelsey T Foster, Talha Rafiq, Francesca M Hopkins, Mackenzie L Smith, Marc L Fischer, David R Thompson, C Frankenberg, Ian B McCubbin, Michael L Eastwood, Robert O Green, and Charles E Miller."Methane emissions from underground gas storage in California."Environmental Research Letters 15.4 (2020) 045005. DOI(link is external)