Mitigating Model Error via a Multimodel Method and Application to Tropical Intraseasonal Oscillations

Conditional Gaussian nonlinear system: A fast preconditioner and a cheap surrogate model for complex nonlinear systems

(2022) Nan Chen et al.   CHAOS

Physics-informed machine learning: case studies for weather and climate modelling

(2021) K. Kashinath et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Supervised learning from noisy observations: Combining machine-learning techniques with data assimilation

(2021) Georg A. Gottwald et al.   PHYSICA D-NONLINEAR PHENOMENA

Predictability of tropical rainfall and waves: Estimates from observational data

(2020) Ying Li† et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Initial Results From the Super‐Parameterized E3SM

(2020) W. M. Hannah et al.   Journal of Advances in Modeling Earth Systems

Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics

(2020) P.R. Vlachas et al.   NEURAL NETWORKS

Machine Learning for Prediction with Missing Dynamics

(2020) John Harlim et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Singular Spectrum Analysis with Conditional Predictions for Real‐Time State Estimation and Forecasting

(2019) H. Reed Ogrosky et al.   GEOPHYSICAL RESEARCH LETTERS

Instability and nonlinear dynamics of the MJO in a tropical channel model with vertically varying convective adjustment

(2019) H. Reed Ogrosky et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS

Multi-Model Communication and Data Assimilation for Mitigating Model Error and Improving Forecasts

(2019) Yian Chen et al.   CHINESE ANNALS OF MATHEMATICS SERIES B

Bayesian Uncertainty Quantification with Multi-Fidelity Data and Gaussian Processes for Impedance Cardiography of Aortic Dissection

(2019) Sascha Ranftl et al.   Entropy

Using machine learning to predict extreme events in complex systems

(2019) Di Qi et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Strategies for Reduced-Order Models for Predicting the Statistical Responses and Uncertainty Quantification in Complex Turbulent Dynamical Systems

(2018) Andrew J. Majda et al.   SIAM REVIEW

Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization

(2018) Benjamin Peherstorfer et al.   SIAM REVIEW

Unified Spectrum of Tropical Rainfall and Waves in a Simple Stochastic Model

(2017) Samuel N. Stechmann et al.   GEOPHYSICAL RESEARCH LETTERS

Earth System Modeling 2.0: A Blueprint for Models That Learn From Observations and Targeted High-Resolution Simulations

(2017) Tapio Schneider et al.   GEOPHYSICAL RESEARCH LETTERS

Ergodic Theory, Dynamic Mode Decomposition, and Computation of Spectral Properties of the Koopman Operator

(2017) Hassan Arbabi et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Data-driven spectral decomposition and forecasting of ergodic dynamical systems

(2017) Dimitrios Giannakis   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Nonlinear stability of the ensemble Kalman filter with adaptive covariance inflation

(2016) Xin T. Tong et al.   Communications in Mathematical Sciences

Dynamically combining climate models to “supermodel” the tropical Pacific

(2016) Mao-Lin Shen et al.   GEOPHYSICAL RESEARCH LETTERS

Identifying Convectively Coupled Equatorial Waves Using Theoretical Wave Eigenvectors

(2016) H. Reed Ogrosky et al.   MONTHLY WEATHER REVIEW

Nonlinear stability and ergodicity of ensemble based Kalman filters

(2016) Xin T Tong et al.   NONLINEARITY

Simple stochastic model for El Niño with westerly wind bursts

(2016) Sulian Thual et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A review of multimodel superensemble forecasting for weather, seasonal climate, and hurricanes

(2016) T. N. Krishnamurti et al.   REVIEWS OF GEOPHYSICS

An Information-Theoretic Framework for Improving Imperfect Dynamical Predictions Via Multi-Model Ensemble Forecasts

(2015) Michal Branicki et al.   JOURNAL OF NONLINEAR SCIENCE

Identifying the Skeleton of the Madden–Julian Oscillation in Observational Data

(2015) Samuel N. Stechmann et al.   MONTHLY WEATHER REVIEW

Dynamics-Adapted Cone Kernels

(2015) Dimitrios Giannakis   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Application of the Multimodel Ensemble Kalman Filter Method in Groundwater System

(2015) Liang Xue   Water

Evaluating MJO event initiation and decay in the skeleton model using an RMM-like index

(2015) Justin P. Stachnik et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

DYNAMICAL MODEL FOR THE TOROIDAL SPORADIC METEORS

(2014) Petr Pokorný et al.   ASTROPHYSICAL JOURNAL

Predicting the cloud patterns of the Madden-Julian Oscillation through a low-order nonlinear stochastic model

(2014) N. Chen et al.   GEOPHYSICAL RESEARCH LETTERS

Multiscale eddy simulation for moist atmospheric convection: Preliminary investigation

(2014) Samuel N. Stechmann   JOURNAL OF COMPUTATIONAL PHYSICS

A multimodel data assimilation framework via the ensemble Kalman filter

(2014) Liang Xue et al.   WATER RESOURCES RESEARCH

Modeling of Fungal and Bacterial Spore Germination under Static and Dynamic Conditions

(2013) Micha Peleg et al.   APPLIED AND ENVIRONMENTAL MICROBIOLOGY

Time-Scale Separation from Diffusion-Mapped Delay Coordinates

(2013) T. Berry et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Limits of predictability in the North Pacific sector of a comprehensive climate model

(2012) Dimitrios Giannakis et al.   GEOPHYSICAL RESEARCH LETTERS

Diagnosis of Tropical Biases and the MJO from Patterns in the MERRA Analysis Tendency Fields

(2012) Brian E. Mapes et al.   JOURNAL OF CLIMATE

Tropical Intraseasonal Variability in Version 3 of the GFDL Atmosphere Model

(2012) James J. Benedict et al.   JOURNAL OF CLIMATE

Nonlinear Laplacian spectral analysis for time series with intermittency and low-frequency variability

(2012) D. Giannakis et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Systematic Relationship between Intraseasonal Variability and Mean State Bias in AGCM Simulations

(2011) Daehyun Kim et al.   JOURNAL OF CLIMATE

Quantifying the Predictive Skill in Long-Range Forecasting. Part I: Coarse-Grained Predictions in a Simple Ocean Model

(2011) Dimitrios Giannakis et al.   JOURNAL OF CLIMATE

Quantifying the Predictive Skill in Long-Range Forecasting. Part II: Model Error in Coarse-Grained Markov Models with Application to Ocean-Circulation Regimes

(2011) Dimitrios Giannakis et al.   JOURNAL OF CLIMATE

The Data Assimilation Research Testbed: A Community Facility

(2009) Jeffrey Anderson et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

The skeleton of tropical intraseasonal oscillations

(2009) A. J. Majda et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Convectively coupled equatorial waves

(2009) George N. Kiladis et al.   REVIEWS OF GEOPHYSICS

Nonlinear dynamics of hydrostatic internal gravity waves

(2008) Samuel N. Stechmann et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS