Study on Reservoir Computing Combining Chaotic Circuits and Periodic Oscillators
Reservoir computing is suitable for fast machine learning and consists of a reservoir layer and a readout layer. In previous studies, the reservoir layer consists of nodes replaced by van der Pal oscillators. In this study, the reservoir layer is composed of a van der Pal oscillator and a chaos circuit. Using this, the input waveform generation task is performed, the error between the input and generated waveforms is calculated, and the model is evaluated.
Authors
- Yoshifumi Nishio (ORCID: https://orcid.org/0000-0002-0247-0001)
- Yoko Uwate (ORCID: https://orcid.org/0000-0002-2992-8852)
- Ihara Ayase
Institutions
- Tokushima University (JP)
Publication Details
- Published
- 2024-08-19
- DOI
- https://doi.org/10.1109/isocc62682.2024.10762086
- Primary Topic
- Neural Networks and Reservoir Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.00