4 papers
Ensemble Reservoir Computing for Physical Systems
Yuma Nakamura, Tomoyuki Kubota, Yusuke Imai +3
Physical computing exploits unconventional physical substrates to overcome limitations such as the high energy consumption inherent in digital computation. However, intrinsic noise…
Energy Transfer Dynamics Generated by Non-Axisymmetric Tornado-Type Flows
Afifah Maya Iknaningrum, Pen-Yuan Hsu, Tsuyoshi Yoneda +1
The energy cascade in turbulence, first statistically described by Richardson (1922) and Kolmogorov (1941), lacked connection to the underlying fluid dynamics. Recent numerical stu…
Harnessing omnipresent oscillator networks as computational resource
Thomas Geert de Jong, Hirofumi Notsu, Kohei Nakajima
Nature is pervaded with oscillatory dynamics. In networks of coupled oscillators patterns can arise when the system synchronizes to an external input. Hence, these networks provide…
Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir
Thomas Geert de Jong, Nozomi Akashi, Tomohiro Taniguchi +2
We provide high-speed implementations for simulating reservoirs described by -coupled spin-torque oscillators. Here also corresponds to the number of reservoir nodes. We ben…