Noise and spike-time-dependent plasticity drive self-organized criticality in spiking neural network: Toward neuromorphic computing

N Ikeda, D Akita, H Takahashi - Applied Physics Letters, 2023 - pubs.aip.org
Self-organized criticality (SoC) may optimize information transmission, encoding, and
storage in the brain. Therefore, the underlying mechanism of the SoC provides significant …

[HTML][HTML] Reservoir concatenation and the spectrum distribution of concatenated reservoir state matrices

J Choi, E Park, B Jang, Y Kim - AIP Advances, 2023 - pubs.aip.org
Reservoir computing, one of the state-of-the-art machine learning architectures, processes
time-series data generated by dynamical systems. Nevertheless, we have realized that …

[HTML][HTML] Brainwave implanted reservoir computing

LY Chen, YC Chen, JC Huang, S Sok, V Armbruster… - AIP Advances, 2024 - pubs.aip.org
This work aims to build a reservoir computing system to recognize signals with the help of
brainwaves as the input signals. The brainwave signals were acquired as the participants …