Fig. 1
From: Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network

Annual shale gas production in China (2015–2023), in billion cubic meters.
From: Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network

Annual shale gas production in China (2015–2023), in billion cubic meters.