1 May 2014 Delay-based reservoir computing using semiconductor ring lasers
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Abstract
Delay systems subject to delayed optical feedback have recently shown great potential in solving computationally hard tasks. By implementing a neuro-inspired computational scheme relying on the transient response to optical data injection, high processing speeds have been demonstrated. However, reservoir computing systems based on delay dynamics discussed in the literature are designed by coupling many different stand-alone components which lead to bulky, lack of long-term stability, non-monolithic systems. Here we numerically investigate the possibility of implementing reservoir computing schemes based on semiconductor ring lasers as they are scalable and can be easily implemented on chip. We numerically benchmark our system on a chaotic time-series prediction task.
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Romain Modeste Nguimdo, Romain Modeste Nguimdo, Jan Danckaert, Jan Danckaert, Guy Verschaffelt, Guy Verschaffelt, Guy Van der Sande, Guy Van der Sande, } "Delay-based reservoir computing using semiconductor ring lasers", Proc. SPIE 9136, Nonlinear Optics and Its Applications VIII; and Quantum Optics III, 91361S (1 May 2014); doi: 10.1117/12.2052320; https://doi.org/10.1117/12.2052320
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