Toward Stable, General Machine‐Learned Models of the Atmospheric Chemical System MM Kelp, DJ Jacob, JN Kutz, JD Marshall, CW Tessum Journal of Geophysical Research: Atmospheres 125 (23), e2020JD032759, 2020 | 57 | 2020 |
On-highway vehicle emission factors, and spatial patterns, based on mobile monitoring and absolute principal component score Y Wen, H Wang, T Larson, M Kelp, S Zhang, Y Wu, JD Marshall Science of The Total Environment 676, 242-251, 2019 | 45 | 2019 |
Diesel particulate matter and coal dust from trains in the Columbia River Gorge, Washington State, USA D Jaffe, J Putz, G Hof, G Hof, J Hee, DA Lommers-Johnson, F Gabela, ... Atmospheric Pollution Research 6 (6), 946-952, 2015 | 38 | 2015 |
An Online‐Learned Neural Network Chemical Solver for Stable Long‐Term Global Simulations of Atmospheric Chemistry MM Kelp, DJ Jacob, H Lin, MP Sulprizio Journal of Advances in Modeling Earth Systems 14 (10.1029/2021MS002926), 2022 | 36 | 2022 |
Sensitivity analysis of area-wide, mobile source emission factors to high-emitter vehicles in Los Angeles M Kelp, T Gould, E Austin, JD Marshall, M Yost, C Simpson, T Larson Atmospheric Environment 223, 117212, 2020 | 30 | 2020 |
A new approach for determining optimal placement of PM2. 5 air quality sensors: case study for the contiguous United States MM Kelp, S Lin, JN Kutz, LJ Mickley Environmental Research Letters 17 (3), 034034, 2022 | 29 | 2022 |
A blended TROPOMIGOSAT satellite data product for atmospheric methane using machine learning to correct retrieval biases N Balasus, DJ Jacob, A Lorente, JD Maasakkers, RJ Parker, H Boesch, ... Atmospheric Measurement Techniques 16 (16), 3787-3807, 2023 | 28 | 2023 |
Orders-of-magnitude speedup in atmospheric chemistry modeling through neural network-based emulation MM Kelp, CW Tessum, JD Marshall arXiv preprint arXiv:1808.03874, 2018 | 26 | 2018 |
A sensitivity analysis of key natural factors in the modeled global acetone budget JF Brewer, M Bishop, M Kelp, CA Keller, AR Ravishankara, EV Fischer Journal of Geophysical Research: Atmospheres 122 (3), 2043-2058, 2017 | 25 | 2017 |
Prescribed burns as a tool to mitigate future wildfire smoke exposure: Lessons for states and rural environmental justice communities MM Kelp, MC Carroll, T Liu, RM Yantosca, HE Hockenberry, LJ Mickley Earth's Future 11 (6), e2022EF003468, 2023 | 21 | 2023 |
Real-time indoor measurement of health and climate-relevant air pollution concentrations during a carbon-finance-approved cookstove intervention in rural India MM Kelp, AP Grieshop, CCO Reynolds, J Baumgartner, G Jain, ... Development Engineering 3, 125-132, 2018 | 16 | 2018 |
Investigating the Sources of Urban Air Pollution Using Low-Cost Air Quality Sensors at an Urban Atlanta Site LH Yang, DH Hagan, JC Rivera-Rios, MM Kelp, ES Cross, Y Peng, ... Environmental Science & Technology 56 (11), 7063-7073, 2022 | 13 | 2022 |
Data-Driven Placement of PM2.5 Air Quality Sensors in the United States: An Approach to Target Urban Environmental Injustice MM Kelp, T Fargiano, S Lin, T Liu, J Turner, N Kutz, L Mickley GeoHealth 7 (9), 2023GH000834, 2023 | 10 | 2023 |
Is the smoke aloft? Caveats regarding the use of the Hazard Mapping System (HMS) smoke product as a proxy for surface smoke presence across the United States T Liu, FM Panday, MC Caine, M Kelp, DC Pendergrass, LJ Mickley, ... International Journal of Wildland Fire 33 (10), 2024 | 7 | 2024 |
Wildfire smoke exposure and mortality burden in the US under future climate change M Qiu, J Li, C Gould, R Jing, M Kelp, M Childs, J Wen, Y Xie, M Lin, ... EarthArXiv, 2024 | 6 | 2024 |
Evaluating estimation methods for wildfire smoke and their implications for assessing health effects M Qiu, M Kelp, S Heft-Neal, X Jin, C Gould, D Tong, M Burke EarthArXiv, 2024 | 3 | 2024 |
Tropospheric ozone data assimilation in the NASA GEOS Composition Forecast modeling system (GEOS-CF v2. 0) using satellite data for ozone vertical profiles (MLS), total ozone … MM Kelp, CA Keller, K Wargan, BM Karpowicz, DJ Jacob Environmental Research Letters 18 (9), 094036, 2023 | 2 | 2023 |
Intercomparison of GEOS-Chem and CAM-chem tropospheric oxidant chemistry within the Community Earth System Model version 2 (CESM2) H Lin, LK Emmons, EW Lundgren, LH Yang, X Feng, R Dang, S Zhai, ... Atmospheric Chemistry and Physics 24 (15), 8607-8624, 2024 | 1 | 2024 |
Improved daily PM2.5 estimates in India reveal inequalities in recent enhancement of air quality A Kawano, M Kelp, M Qiu, K Singh, E Chaturvedi, S Dahiya, I Azevedo, ... Science Advances 11 (4), eadq1071, 2025 | | 2025 |
Expanding the Capabilities of Atmospheric Chemistry Models and Datasets Using Machine Learning and Data-Driven Methods M Kelp Harvard University, 2023 | | 2023 |