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
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