Alexander Wikner

A Machine Learning‐Based Global Atmospheric Forecast Model

Troy Arcomano, Istvan Szunyogh, Jaideep Pathak et al. · Geophysical Research Letters · 2020 · 155 citations · Full text

Forecasting Methodology, Hydrological Prediction, Engineering +20

A Hybrid Approach to Atmospheric Modeling That Combines Machine Learning With a Physics‐Based Numerical Model

Troy Arcomano, Istvan Szunyogh, Alexander Wikner et al. · Journal of Advances in Modeling Earth Systems · 2022 · 58 citations · Full text

Forecasting Methodology, Hydrological Prediction, Engineering +25

Data-informed reservoir computing for efficient time-series prediction

Felix Köster, Dhruvit Patel, Alexander Wikner et al. · Chaos An Interdisciplinary Journal of Nonlinear Science · 2023 · 30 citations · Full text

Artificial Intelligence, Reservoir Computer, Engineering +16

A Hybrid Atmospheric Model Incorporating Machine Learning Can Capture Dynamical Processes Not Captured by Its Physics‐Based Component

Troy Arcomano, Istvan Szunyogh, Alexander Wikner et al. · Geophysical Research Letters · 2023 · 24 citations · Full text

Engineering, Machine Learning, Weather Forecasting +28

Stabilizing machine learning prediction of dynamics: Novel noise-inspired regularization tested with reservoir computing

Alexander Wikner, Joseph E. Harvey, Michelle Girvan et al. · Neural Networks · 2023 · 19 citations · Full text

Nonlinear System Identification, Engineering, Machine Learning +13