SOA-based reservoir computing
Anastasia Bednyakova, Egor S. Manuylovich, D. A. Ivoilov, Ivan Sergeevich Terekhov, Sergei Konstantinovich Turitsyn · 2024
We present a novel reservoir computing approach in which single nonlinear device - semiconductor optical amplifier, replaces the entire nonlinear reservoir to perform computations, without the conventional use of a delay loop. To study the performance of the proposed scheme, we use it for the benchmark prediction task of learning the Mackey-Glass chaotic attractor.