selected publications

• journal article

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