Experimental demonstration of bandwidth enhancement in photonic time delay reservoir computing

Abstract

Time delay reservoir computing (TDRC) using semiconductor lasers (SLs) has proven to be a promising photonic analog approach for information processing. One appealing property is that SLs subject to delayed optical feedback and external optical injection, allow for tuning the response bandwidth by changing the level of optical injection. Here we use strong optical injection, thereby expanding the SL’s modulation response up to tens of gigahertz. Performing a nonlinear time series prediction task, we demonstrate experimentally that for appropriate operating conditions, our TDRC system can operate with sampling times as small as 11.72 ps, without sacrificing computational performance.

Performance analysis of VCSEL-based reservoir computing system under arbitrary-polarization optical feedback

“…where Ex and Ey represent the slowly varied complex amplitude of the electric field for the two modes of VCSEL, respectively [8]. N stands for the total carrier inversion between conduction and valence bands.…”