Fig. 10
From: Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network

Prediction results of the Transformer-LSTM model.
From: Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network

Prediction results of the Transformer-LSTM model.