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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Sreerama Kumar

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Open access Jul 2026

Comparative Study of LSTM, GRU, and CNN-Based Hybrid Models for Short-Term Load Forecasting

The results indicate that GRU consistently achieves the best performance in terms of mean absolute percentage error, whereas CNN-RNN hybrid models show sensitivity to the depth of architecture and choice of activation function.

Muath E. Alharbi, Sreerama Kumar, A. Milyani · 0 citations

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