Enhancing Single-Electron Reservoir Computing Performance with Delay Function and Multiple-layer Reservoir Circuits
Shunya Watanabe, Takahide Oya · 2024
We have previously designed single-electron reservoir computing (SERC) circuit and have confirmed its competence for waveform prediction. In this study, we observed that the virtual increase in connections from the reservoir to the output by implementing delay functions led to an improvement in the performance for waveform prediction. Furthermore, the SERC circuit with multiple-layer reservoir possessed the capability to predict complex waveforms, which our previous circuit could not deal with.