5 papers
Performance enhancement of a spin-wave-based reservoir computing system utilizing different physical conditions
Ryosho Nakane, Akira Hirose, Gouhei Tanaka
The authors have numerically studied how to enhance reservoir computing performance by thoroughly extracting their spin-wave device potential for higher-dimensional information gen…
A numerical exploration of signal detector arrangement in a spin-wave reservoir computing device
Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka +1
This paper studies numerically how the signal detector arrangement influences the performance of reservoir computing using spin waves excited in a ferrimagnetic garnet film. This i…
Spin waves propagating through a stripe magnetic domain structure and their applications to reservoir computing
Ryosho Nakane, Akira Hirose, Gouhei Tanaka
Spin waves propagating through a stripe domain structure and reservoir computing with their spin dynamics have been numerically studied with focusing on the relation between physic…
Intervention Threshold for Epidemic Control in Susceptible-Infected-Recovered Metapopulation Models
Akari Matsuki, Gouhei Tanaka
Metapopulation epidemic models describe epidemic dynamics in networks of spatially distant patches connected with pathways for migration of individuals. In the present study, we de…
Recent Advances in Physical Reservoir Computing: A Review
Gouhei Tanaka, Toshiyuki Yamane, Jean Benoit Héroux +6
Reservoir computing is a computational framework suited for temporal/sequential data processing. It is derived from several recurrent neural network models, including echo state ne…