Novel FTLRNN with Gamma Memory for Short-Term and Long-Term Predictions of Chaotic Time Series

Table 2

Optimal Parameters of FTLRNN for both real-time series.

Sr. no.	Parameters	Hidden layer for sun spot time series	Hidden layer for laser time series	Output layer for sunspot time series	Output layer for laser time series
1	Number of PEs	15	43	1	1
2	Transfer function	Tanh	Tanh	Tanh	Tanh
3	Learning rule	Momentum	Momentum	Momentum	Momentum
4	Step size	1	1	0.1	0.1
5	Momentum	0.8	0.8	0.8	0.8