Table 4 Performance comparison of baseline models and the proposed mixture of experts (MoE) model for telemetry current prediction.

From: A hybrid statistical–machine learning framework for evaluating geomagnetic storm effects on MisrSat2 satellite power subsystems

Model

MAE (A)

RMSE (A)

R2 score

Linear regression

0.127

0.183

0.742

Random forest

0.091

0.145

0.854

LSTM (1 layer)

0.084

0.132

0.881

XGBoost

0.195

0.406

0.721

MoE (Proposed)

0.063

0.103

0.921

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