...Rakesh Kumar Pandey; Anil Kumar; Ajay Mandal; Behzad Vaferi This research aims to optimize deep learning models constituting long short-term memory and dense neural networks using the genetic algorithm (GA). This novel scenario has been applied to automatically identify reservoir types (homogeneous...

...), no-flow (DP-NF), and constant pressure (DP-CP) using LSTM and dense neural networks (DNN). A total of 180,000 simulated data samples have been obtained using the analytical models with up to 2% added Gaussian noise. Two different prediction approaches have been constructed: (1) classification model...