FPGA-Based Stochastic Echo State Networks for Time-Series Forecasting

<div>Normalized mean square error (NMSE) for the time-series prediction task. The stochastic-based results are displayed for a 20-unit and for a 50-unit reservoir using different values of the evaluation time. The corresponding results obtained with a deterministic approach are also represented.</div>

Computational Intelligence and Neuroscience

fig18

Figure 18

Figure 18: FPGA-Based Stochastic Echo State Networks for Time-Series Forecasting 