Experimental study on parallel and analog optical reservoir computing with delayed feedback system for physical implementation

Author:

Okumura Tadashi1,Tai Mitsuharu1,Ando Masahiko1

Affiliation:

1. Hitachi UTokyo Laboratory, Research & Development Group, Hitachi, Ltd.

Publisher

Institute of Electronics, Information and Communications Engineers (IEICE)

Subject

Rehabilitation,Physical Therapy, Sports Therapy and Rehabilitation,General Medicine

Reference24 articles.

1. [1] H. Jaeger and H. Haas, “Harnessing nonlinearity: predicting chaotic systems and saving energy in wireless communication,” Science, vol. 304, no. 5667, pp. 78-80, April 2004.

2. [2] W. Maass, T. Natschläger, and H. Markram, “Real-time computing without stable states: a new framework for neural computation based on perturbations,” Neural computation, vol. 14, no. 11, pp. 2531-2560, November 2002.

3. [3] L. Larger, M.C. Soriano, D. Brunner, L. Appeltant, J.M. Gutierrez, L. Pesquera, C.R. Mirasso, and I. Fischer, “Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing,” Optics express, vol. 20, no. 3, pp. 3241-3249, January 2012.

4. [4] K. Nakajima, H. Hauser, R. Kang, E. Guglielmino, D.G. Caldwell, and R. Pfeifer, “A soft body as a reservoir: case studies in a dynamic model of octopus-inspired soft robotic arm,” Frontiers in computational neuroscience, vol. 7, no. 91, pp. 1-19, July 2013.

5. [5] K. Nakajima, H. Hauser, T. Li, and R. Pfeifer, “Exploiting the dynamics of soft materials for machine learning,” Soft Robotics, vol. 5, no. 3, pp. 339-347, April 2013.

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