The optoelectronic reservoir computing system based on parallel multi-time-delay feedback loops for time-series prediction and optical performance monitoring

X Yuan, L Jiang, L Yan, S Li, L Zhang, A Yi… - Chaos, Solitons & …, 2024 - Elsevier
Parallel physical reservoir computing (RC) overcomes some obstacles of the single RC,
including issues related to large-scale processing and limited performance. In this work, we …

Efficient optimisation of physical reservoir computers using only a delayed input

E Picco, L Jaurigue, K Lüdge, S Massar - Communications Engineering, 2025 - nature.com
Reservoir computing is a machine learning algorithm for processing time dependent data
which is well suited for experimental implementation. Tuning the hyperparameters of the …

Simultaneous modulation format identification and OSNR monitoring based on optoelectronic reservoir computing

M Han, M Wang, Y Fan, S Cai, Y Guo, N Zhang… - Optics …, 2022 - opg.optica.org
An approach for simultaneous modulation format identification (MFI) and optical signal-to-
noise ratio (OSNR) monitoring in digital coherent optical communications is proposed based …

A Novel Performance Enhancement Optical Reservoir Computing System Based on Three-Loop Mutual Coupling Structure

P Zhu, H Wang, Y Ji, G Gao - Journal of Lightwave Technology, 2024 - ieeexplore.ieee.org
We propose and numerically demonstrate a novel performance enhancement optical
reservoir computing (RC) system based on a three-loop mutual coupling electro-optical …

Deep reservoir computing combined with heterogeneous driver layer to improve prediction performance

L Peng, L Zhang, S Li, W Pan, L Jiang, L Yan… - Optics & Laser …, 2025 - Elsevier
Reservoir computing capitalizes on the high-dimensional responses of a nonlinear
dynamical system, it creates a high-dimensional temporal expansion of the input signal …

Performance Enhancement Reservoir Computing System Based on Combination of VCESL Optical Feedback and Mutual Injection Structure

P Zhu, H Wang, Y Ji - IEEE Journal of Selected Topics in …, 2024 - ieeexplore.ieee.org
In this paper, a novel performance enhancement reservoir computing (RC) system based on
the combination of vertical-cavity surface emitting laser (VCSEL) optical feedback and …

Optical amplification-free deep reservoir computing-assisted high-baudrate short-reach communication

M Han, M Wang, Y Fan, T Salgals, H Louchet… - Optics Letters, 2023 - opg.optica.org
An optical amplification-free deep reservoir computing (RC)-assisted high-baudrate intensity
modulation direct detection (IM/DD) system is experimentally demonstrated using a 100G …

Security Performance Enhancement Chaotic Optical Communication System Based on Reservoir Computing for Physical-Layer Security

P Zhu, H Wang, Y Ji - Journal of Lightwave Technology, 2024 - ieeexplore.ieee.org
In this article, we propose and numerically demonstrate a novel security performance
enhancement electro-optical (EO) phase chaotic communication (ENRCP) system based on …

Reservoir computing system based on mutually delay-coupled semiconductor lasers with optical feedback

M You, X Yang, D Jiang, G Wang - Optics Communications, 2024 - Elsevier
Reservoir Computing (RC), an evolution from Recurrent Neural Networks (RNN), not only
represents a unique machine learning paradigm, but also serves as a neuromorphic …

Human recognition with the optoelectronic reservoir-computing-based micro-Doppler radar signal processing

X Feng, K Ye, C Lou, X Suo, Y Song, X Pang… - Applied Optics, 2022 - opg.optica.org
Current perception and monitoring systems, such as human recognition, are affected by
several environmental factors, such as limited light intensity, weather changes, occlusion of …