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10 May 2012 Photonic single nonlinear-delay dynamical node for information processing
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Abstract
An electro-optical system with a delay loop based on semiconductor lasers is investigated for information processing by performing numerical simulations. This system can replace a complex network of many nonlinear elements for the implementation of Reservoir Computing. We show that a single nonlinear-delay dynamical system has the basic properties to perform as reservoir: short-term memory and separation property. The computing performance of this system is evaluated for two prediction tasks: Lorenz chaotic time series and nonlinear auto-regressive moving average (NARMA) model. We sweep the parameters of the system to find the best performance. The results achieved for the Lorenz and the NARMA-10 tasks are comparable to those obtained by other machine learning methods.
© (2012) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Silvia Ortín, Daniel San-Martín, Luis Pesquera, and José Manuel Gutiérrez "Photonic single nonlinear-delay dynamical node for information processing", Proc. SPIE 8432, Semiconductor Lasers and Laser Dynamics V, 843214 (10 May 2012); https://doi.org/10.1117/12.922463
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