Research Article

CNN-LSTM Model Optimized by Bayesian Optimization for Predicting Single-Well Production in Water Flooding Reservoir

Table 3

Model structure (CNN-LSTM).

Layer (type)Hyperparameters
FilterKernel sizeDilation rate

Conv1D_112811
Conv1D_224111
UnitActivation
LSTM_1156Softsign
LSTM_2136Softsign
Dropout rate
Dropout0.2
UnitActivation
LSTM_357None
DensePrediction time stepsNone