Table 6

LSTM model architecture and training parameters

Layer/ParameterValue
LSTM Layer50 Units
Activation FunctionReLU
Dense Output Layer1 Unit
OptimizerAdam
Learning Rate0.001
Loss FunctionMean Squared Error
Maximum Epochs100
Batch Size16
Early StoppingPatience = 10
Restore Best WeightsTrue

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