Adaptive model selection in photonic reservoir computing by reinforcement learning
Sign Up to like & getrecommendations! Published in 2020 at "Scientific Reports"
DOI: 10.1038/s41598-020-66441-8
Abstract: Photonic reservoir computing is an emergent technology toward beyond-Neumann computing. Although photonic reservoir computing provides superior performance in environments whose characteristics are coincident with the training datasets for the reservoir, the performance is significantly degraded… read more here.
Keywords: reinforcement learning; model; adaptive model; photonic reservoir ... See more keywords
PAM-4 Transmission at 1550 nm Using Photonic Reservoir Computing Post-Processing
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2905422
Abstract: The efficacy of data decoding in contemporary ultrafast fiber transmission systems is greatly determined by the capabilities of the signal processing tools that are used. The received signal must not exceed a certain level of… read more here.
Keywords: processing; photonic reservoir; post processing; transmission ... See more keywords
Micro-Ring Resonator Based Photonic Reservoir Computing for PAM Equalization
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Photonics Technology Letters"
DOI: 10.1109/lpt.2021.3087323
Abstract: Photonic reservoir computing (RC) enables us to introduce artificial neural networks (ANNs) as a deployable hardware-based processing unit beyond the von Neumann architecture. Its unique approach to consider only the output layer weights as adaptive,… read more here.
Keywords: micro ring; reservoir; reservoir computing; ring resonator ... See more keywords
Nonlinear mitigation using multilayer photonic reservoir computing for long-haul transmission
Sign Up to like & getrecommendations! Published in 2025 at "Optical Engineering"
DOI: 10.1117/1.oe.64.9.097102
Abstract: Abstract. Optical communication systems are essential for high-speed data transfer over larger distances, but they face significant challenges from nonlinear impairments such as chromatic dispersion and Kerr effects. These problems affect system performance, especially in… read more here.
Keywords: nonlinear mitigation; long haul; reservoir; reservoir computing ... See more keywords
Wavelength dimension in waveguide-based photonic reservoir computing.
Sign Up to like & getrecommendations! Published in 2022 at "Optics express"
DOI: 10.1364/oe.455774
Abstract: Existing work on coherent photonic reservoir computing (PRC) mostly concentrates on single-wavelength solutions. In this paper, we discuss the opportunities and challenges related to exploiting the wavelength dimension in integrated photonic reservoir computing systems. Different… read more here.
Keywords: photonic reservoir; dimension waveguide; reservoir; wavelength dimension ... See more keywords
Combining a passive spatial photonic reservoir computer with a semiconductor laser increases its nonlinear computational capacity.
Sign Up to like & getrecommendations! Published in 2024 at "Optics express"
DOI: 10.1364/oe.518654
Abstract: Photonic reservoir computing has been used to efficiently solve difficult and time-consuming problems. The physical implementations of such reservoirs offer low power consumption and fast processing speed due to their photonic nature. In this paper,… read more here.
Keywords: photonic reservoir; semiconductor laser; computational capacity;
Experimental demonstration of a photonic reservoir computing system based on Fabry Perot laser for multiple tasks processing
Sign Up to like & getrecommendations! Published in 2024 at "Nanophotonics"
DOI: 10.1515/nanoph-2023-0708
Abstract: Abstract Photonic reservoir computing (RC) is a simple and efficient neuromorphic computing framework for human cortical circuits, which is featured with fast training speed and low training cost. Photonic time delay RC, as a simple… read more here.
Keywords: system; tasks processing; multiple tasks; reservoir computing ... See more keywords
Exploration of Four-Channel Coherent Optical Chaotic Secure Communication with the Rate of 400 Gb/s Using Photonic Reservoir Computing Based on Quantum Dot Spin-VCSELs
Sign Up to like & getrecommendations! Published in 2024 at "Photonics"
DOI: 10.3390/photonics11040309
Abstract: In this work, we present a novel four-channel coherent optical chaotic secure communication (COCSC) system, incorporating four simultaneous photonic reservoir computers in tandem with four coherent demodulation units. We employ a quartet of photonic reservoirs… read more here.
Keywords: secure communication; reservoir; coherent optical; coherent ... See more keywords
Design and Research of Photonic Reservoir Computing for Optical Channel Equalization
Sign Up to like & getrecommendations! Published in 2025 at "Photonics"
DOI: 10.3390/photonics12050437
Abstract: In this paper, photonic reservoir computing chip architectures for noise equalization in optical fiber communication channels are proposed. These architectures leverage optical computing instead of electrical computing to reduce computational pressure at the receiver and… read more here.
Keywords: design research; research photonic; reservoir; reservoir computing ... See more keywords