Photonic multiplexing techniques for neuromorphic computing
The simultaneous advances in artificial neural networks and photonic integration
technologies have spurred extensive research in optical computing and optical neural …
technologies have spurred extensive research in optical computing and optical neural …
Deep time-delay reservoir computing with cascading injection-locked lasers
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 …
the output layer and hence significantly reduces the training cost. Time-delay reservoir …
Asynchronous photonic time-delay reservoir computing
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 …
construct a large number of virtual neurons in the neural network. The clock cycle of the …
[HTML][HTML] Scalable wavelength-multiplexing photonic reservoir computing
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 …
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
Photonic time-delay reservoir computing (TDRC) using a self-injection locked
semiconductor laser under optical feedback from a narrowband apodized fiber Bragg …
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
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 …
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 …
dependent information. In this work, we propose a hybrid reservoir computing scheme …
Broadband chaos of an interband cascade laser with a 6-GHz bandwidth
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 …
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
We propose and numerically demonstrate a photonic time-delay reservoir computing
(TDRC) system exhibiting enhanced parallel task processing performance, where an …
(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 …
behavior and the dimensionality of their attractors. The number, values, and spacing of these …