selected publications
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journal article
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Forecasting energy poverty using different machine learning techniques for Missouri.
Energy.
2024
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xesn: Echo state networks powered by Xarray and; Dask.
Journal of Open Source Software.
7286-7286.
2024
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Earth System Reanalysis in Support of Climate Model Improvements.
Bulletin of the American Meteorological Society.
E1399-E1406.
2024
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Temporal Subsampling Diminishes Small Spatial Scales in Recurrent Neural Network Emulators of Geophysical Turbulence.
Journal of Advances in Modeling Earth Systems.
2023
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Classification of tall tower meteorological variables and forecasting wind speeds in Columbia, Missouri.
Renewable Energy.
2023
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Constraining chaos: Enforcing dynamical invariants in the training of reservoir computers.
Chaos: an interdisciplinary journal of nonlinear science.
2023
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Improvements of Lagrangian Data Assimilation Tested in the Gulf of Mexico.
Monthly Weather Review.
1927-1936.
2023
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Ensemble-based data assimilation of significant wave height from Sofar Spotters and satellite altimeters with a global operational wave model.
Ocean Modelling.
2023
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Developing an Observing Air-Sea Interactions Strategy (OASIS) for the global ocean.
ICES Journal of Marine Science: journal du conseil.
367-373.
2023
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Correcting Systematic and State-Dependent Errors in the NOAA FV3-GFS Using Neural Networks.
Journal of Advances in Modeling Earth Systems.
2022
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A systematic exploration of reservoir computing for forecasting complex spatiotemporal dynamics.
Neural Networks.
530-552.
2022
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Developing 4D-Var for Strongly Coupled Data Assimilation Using a Coupled Atmosphere-Ocean Quasigeostrophic Model.
Monthly Weather Review.
2443-2458.
2022
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A Comparison of Hybrid-Gain Versus Hybrid-Covariance Data Assimilation for Global NWP.
Journal of Advances in Modeling Earth Systems.
2022
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Subseasonal Forecast Skill Improvement From Strongly Coupled Data Assimilation With a Linear Inverse Model.
Geophysical Research Letters.
2022
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Identifying Efficient Ensemble Perturbations for Initializing Subseasonal-To-Seasonal Prediction.
Journal of Advances in Modeling Earth Systems.
2022
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Impacts of the Lagrangian Data Assimilation of Surface Drifters on Estimating Ocean Circulation during the Gulf of Mexico Grand Lagrangian Deployment.
Monthly Weather Review.
949-965.
2022
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Integrating Recurrent Neural Networks With Data Assimilation for Scalable Data-Driven State Estimation.
Journal of Advances in Modeling Earth Systems.
2022
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A Regional Hybrid Gain Data Assimilation System and Preliminary Evaluation Based on Radio Occultation Reflectivity Assimilation.
SOLA.
33-40.
2022
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Robust forecasting using predictive generalized synchronization in reservoir computing.
Chaos: an interdisciplinary journal of nonlinear science.
2021
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Integrating recurrent neural networks with data assimilation for scalable data-driven state estimation
2021
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Identifying efficient ensemble perturbations for initializing subseasonal-to-seasonal prediction
2021
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Outlook for Exploiting Artificial Intelligence in the Earth and Environmental Sciences.
Bulletin of the American Meteorological Society.
E1016-E1032.
2021
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Best Practice Strategies for Process Studies Designed to Improve Climate Modeling.
Bulletin of the American Meteorological Society.
E1842-E1850.
2020
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Hybrid Gain Data Assimilation Using Variational Corrections in the Subspace Orthogonal to the Ensemble.
Monthly Weather Review.
2331-2350.
2020
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Improving NCEP's global-scale wave ensemble averages using neural networks.
Ocean Modelling.
2020
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Global assessments of the NCEP Ensemble Forecast System using altimeter data.
Ocean Dynamics: theoretical, computational oceanography and monitoring.
405-419.
2020
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Lagrangian Data Assimilation of Surface Drifters in a Double-Gyre Ocean Model Using the Local Ensemble Transform Kalman Filter.
Monthly Weather Review.
4533-4551.
2019
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Editorial for the Special Issue "Assimilation of Remote Sensing Data into Earth System Models".
Remote Sensing.
2019
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Ocean Observations to Improve Our Understanding, Modeling, and Forecasting of Subseasonal-to-Seasonal Variability.
Frontiers in Marine Science.
2019
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Ocean Reanalyses: Recent Advances and Unsolved Challenges.
Frontiers in Marine Science.
2019
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Observational Needs for Improving Ocean and Coupled Reanalysis, S2S Prediction, and Decadal Prediction.
Frontiers in Marine Science.
2019
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Strongly Coupled Data Assimilation in Multiscale Media: Experiments Using a Quasi-Geostrophic Coupled Model.
Journal of Advances in Modeling Earth Systems.
1803-1829.
2019
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Temperature and Salinity Variability in the SODA3, ECCO4r3, and ORAS5 Ocean Reanalyses, 1993-2015.
Journal of Climate.
2277-2293.
2019
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Challenges and Prospects in Ocean Circulation Models.
Frontiers in Marine Science.
2019
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Improved ocean analysis for the Indian Ocean.
Journal of Operational Oceanography.
16-33.
2019
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An Investigation of Ocean Model Uncertainties Through Ensemble Forecast Experiments in the Southwest Atlantic Ocean.
Journal of Geophysical Research: Oceans.
432-452.
2019
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Nonlinear Wave Ensemble Averaging in the Gulf of Mexico Using Neural Networks.
Journal of Atmospheric and Oceanic Technology.
113-127.
2019
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Assessments of Surface Winds and Waves from the NCEP Ensemble Forecast System.
Weather and Forecasting.
1533-1546.
2018
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Mathematical foundations of hybrid data assimilation from a synchronization perspective.
Chaos: an interdisciplinary journal of nonlinear science.
2017
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COUPLED DATA ASSIMILATION FOR INTEGRATED EARTH SYSTEM ANALYSIS AND PREDICTION.
Bulletin of the American Meteorological Society.
ES169-ES172.
2017
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A local particle filter for high-dimensional geophysical systems.
Nonlinear Processes in Geophysics.
391-405.
2016
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Impact of an upgraded model in the NCEP Global Ocean Data Assimilation System: The tropical Indian Ocean.
Journal of Geophysical Research: Oceans.
8039-8062.
2016
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Assimilating atmospheric observations into the ocean using strongly coupled ensemble data assimilation.
Geophysical Research Letters.
752-759.
2016
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A Hybrid Global Ocean Data Assimilation System at NCEP.
Monthly Weather Review.
4660-4677.
2015
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Causality Analysis: Identifying the Leading Element in a Coupled Dynamical System (vol 10, e0131226, 2015).
PLoS One.
2015
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Causality Analysis: Identifying the Leading Element in a Coupled Dynamical System.
PLoS One.
2015
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The Hybrid Local Ensemble Transform Kalman Filter.
Monthly Weather Review.
2139-2149.
2014
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The local ensemble transform Kalman filter and the running-in-place algorithm applied to a global ocean general circulation model.
Nonlinear Processes in Geophysics.
1031-1046.
2013
... more -
Forecasting energy poverty using different machine learning techniques for Missouri.
Energy.
2024