Convolutional Neural Network-based Adaptive Localization for an Ensemble Kalman Filter

Zhongrui Wang, Lili Lei, J. G. Anderson, Zhe‐Min Tan, Yi Zhang · Zenodo (CERN European Organization for Nuclear Research) · 2023

cnn_loc: Convolutional Neural Network-based Localization training code pre_trained_models: Trained localization model ICs: Initial conditions for the natural run and assimilation experiments KalmanGain_F15_truth: Spatial and temporal Kalman gains of the truth (F=15) KalmanGain_F15_fcst: Spatial and temporal Kalman gains of the forecasts (F=15) KalmanGain_F16_truth: Spatial and temporal Kalman gains of the truth (F=16) KalmanGain_F16_fcst: Spatial and temporal Kalman gains of the forecasts (F=16)

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