Benjamin Toms
Benjamin Toms
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Physically interpretable neural networks for the geosciences: Applications to earth system variability
BA Toms, EA Barnes, I Ebert‐Uphoff
Journal of Advances in Modeling Earth Systems 12 (9), e2019MS002002, 2020
Indicator patterns of forced change learned by an artificial neural network
EA Barnes, B Toms, JW Hurrell, I Ebert‐Uphoff, C Anderson, D Anderson
Journal of Advances in Modeling Earth Systems 12 (9), e2020MS002195, 2020
ClimateNet: an expert-labeled open dataset and deep learning architecture for enabling high-precision analyses of extreme weather
K Kashinath, M Mudigonda, S Kim, L Kapp-Schwoerer, A Graubner, ...
Geoscientific Model Development 14 (1), 107-124, 2021
Testing the Reliability of Interpretable Neural Networks in Geoscience Using the Madden-Julian Oscillation
BA Toms, K Kashinath, D Yang
Geoscientific Model Development Discussions, 1-22, 2020
The Global Teleconnection Signature of the Madden‐Julian Oscillation and Its Modulation by the Quasi‐Biennial Oscillation
BA Toms, EA Barnes, ED Maloney, SC van den Heever
Journal of Geophysical Research: Atmospheres 125 (7), e2020JD032653, 2020
Analysis of a lower-tropospheric gravity wave train using direct and remote sensing measurement systems
BA Toms, JM Tomaszewski, DD Turner, SE Koch
Monthly Weather Review 145 (7), 2791-2812, 2017
Topographic Effects on the Luzon Diurnal Cycle During the BSISO
EM Riley Dellaripa, ED Maloney, BA Toms, SM Saleeby, ...
Journal of the Atmospheric Sciences 2019 (77), 3-30, 2019
Usage of existing meteorological data networks for parameterized road ice formation modeling
BA Toms, JB Basara, Y Hong
Journal of Applied Meteorology and Climatology 56 (7), 1959-1976, 2017
Assessing Decadal Predictability in an Earth‐System Model Using Explainable Neural Networks
BA Toms, EA Barnes, JW Hurrell
Geophysical Research Letters, e2021GL093842, 2021
The Colorado State University Convective CLoud Outflows and UpDrafts Experiment (C3LOUD-Ex)
SC van den Heever, LD Grant, SW Freeman, PJ Marinescu, J Barnum, ...
Bulletin of the American Meteorological Society, 1-61, 2021
Identifying Opportunities for Skillful Weather Prediction with Interpretable Neural Networks
EA Barnes, K Mayer, B Toms, Z Martin, E Gordon
arXiv preprint arXiv:2012.07830, 2020
The boreal summer Madden–Julian oscillation and moist convective morphology over the Maritime Continent
BA Toms, SC van den Heever, EM Riley Dellaripa, SM Saleeby, ...
Journal of the Atmospheric Sciences 77 (2), 647-667, 2020
Towards Using Neural Networks for Geoscientific Discovery
B Toms
2020-CSU Theses and Dissertations, 2020
Interactions between the Madden-Julian oscillation and mesoscale to global scale phenomena
BA Toms
2000-2019-CSU Theses and Dissertations, 2019
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