Fig. 8
From: Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network

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

Loss function evolution of the Transformer-LSTM model.