Jiang Yao

Productivity prediction of shale reservoirs based on machine learning methods

With increasing difficulty in oil and gas field development, accurate prediction of well productivity has become crucial. Traditional methods such as analytical solutions and numerical simulations have limited accuracy under heterogeneous and complex flow conditions. This study develops a CNN-LSTM model combining convo...