Photonic multiplexing techniques for neuromorphic computing

Y Bai, X Xu, M Tan, Y Sun, Y Li, J Wu, R Morandotti… - …, 2023 - degruyter.com
The simultaneous advances in artificial neural networks and photonic integration
technologies have spurred extensive research in optical computing and optical neural …

Deep time-delay reservoir computing with cascading injection-locked lasers

BD Lin, YW Shen, JY Tang, J Yu, X He… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Reservoir computing is a simplified recurrent neural network, which requires training only at
the output layer and hence significantly reduces the training cost. Time-delay reservoir …

Asynchronous photonic time-delay reservoir computing

JY Tang, BD Lin, YW Shen, RQ Li, J Yu, X He… - Optics …, 2023 - opg.optica.org
Time-delay reservoir computing uses a nonlinear node associated with a feedback loop to
construct a large number of virtual neurons in the neural network. The clock cycle of the …

[HTML][HTML] Scalable wavelength-multiplexing photonic reservoir computing

RQ Li, YW Shen, BD Lin, J Yu, X He, C Wang - APL Machine Learning, 2023 - pubs.aip.org
Photonic reservoir computing (PRC) is a special hardware recurrent neural network, which
is featured with fast training speed and low training cost. This work shows a wavelength …

Photonic reservoir computing using a self-injection locked semiconductor laser under narrowband optical feedback

SS Li, J Li, X Zou, L Zhang, L Jiang, W Pan, L Yan - Optics Letters, 2023 - opg.optica.org
Photonic time-delay reservoir computing (TDRC) using a self-injection locked
semiconductor laser under optical feedback from a narrowband apodized fiber Bragg …

A reinforced reservoir computer aided by an external asymmetric dual-path-filtering cavity laser

D Cai, P Mu, Y Huang, P Zhou, N Li - Chaos, Solitons & Fractals, 2024 - Elsevier
Chaos, characterized by irregular, stochastic-like and occurring in deterministic systems, is
widely used in meteorology, life sciences, and physics. Precise chaos predictions are crucial …

Hybrid parallel photonic reservoir computing with accelerated data processing speed

L Zhang, L Peng, S Li, W Pan, L Jiang, L Yan… - Optics & Laser …, 2024 - Elsevier
Reservoir computing is a bio-inspired approach especially suited for processing time-
dependent information. In this work, we propose a hybrid reservoir computing scheme …

Broadband chaos of an interband cascade laser with a 6-GHz bandwidth

YB Peng, Z Dai, KL Lin, PL Wang, Z Shen, B Chen… - Optics Letters, 2024 - opg.optica.org
Near-infrared semiconductor lasers subject to optical feedback usually produce chaos with a
broad bandwidth of a few GHz. However, the reported mid-infrared interband cascade lasers …

Enhanced photonic reservoir computing using<? pag\break?> an optically injected VCSEL with random polarized optical feedback

S Gu, D Cai, Y Huang, Y Yang, P Zhou, K Lau, N Li - Optics Letters, 2024 - opg.optica.org
We propose and numerically demonstrate a photonic time-delay reservoir computing
(TDRC) system exhibiting enhanced parallel task processing performance, where an …

Boosting reservoir computer performance with multiple delays

SK Tavakoli, A Longtin - Physical Review E, 2024 - APS
Time delays play a significant role in dynamical systems, as they affect their transient
behavior and the dimensionality of their attractors. The number, values, and spacing of these …