Table 3 The presentation of Hyper-parameters used in the LSTM.

From: Integrating numerical models with deep learning techniques for flood risk assessment

Algorithm

Parameters

LSTM

Hyperparameter

Value

Input size

1

Output size

1

Hidden layers

4

Hidden nodes

200-100-80-30

Learning rate

0.001

Batch size

2

Epochs

100-80-50

Time steps

1, 2, …, 2000