5 papers · 1 filter
Simulation platform for pattern recognition based on reservoir computing with memristor networks
Gouhei Tanaka, Ryosho Nakane
Memristive systems and devices are potentially available for implementing reservoir computing (RC) systems applied to pattern recognition. However, the computational ability of mem…
Reservoir Computing with Diverse Timescales for Prediction of Multiscale Dynamics
Gouhei Tanaka, Tadayoshi Matsumori, Hiroaki Yoshida +1
Machine learning approaches have recently been leveraged as a substitute or an aid for physical/mathematical modeling approaches to dynamical systems. To develop an efficient machi…
2022 Roadmap on Neuromorphic Computing and Engineering
Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco +56
Modern computation based on the von Neumann architecture is today a mature cutting-edge science. In the Von Neumann architecture, processing and memory units are implemented as sep…
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…