Table 1 LSTM hyper-parameter settings.

From: Robust adaptive optimization for sustainable water demand prediction in water distribution systems

Hyper-parameter

Value

Hidden units

200

Max epochs

200

Optimizer

Adam

Gradient threshold

1

Initial learn rate

0.005

Learn rate schedule

Piecewise

Learn rate drop period

125

Learn rate drop factor

0.2

Verbose

0