Standard
SOA-based reservoir computing. / Bednyakova, A.; Manuylovich, E.; Ivoilov, D. A. et al.
2024 International Conference Laser Optics, ICLO 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2024. p. 279 (2024 International Conference Laser Optics, ICLO 2024 - Proceedings).
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Harvard
Bednyakova, A, Manuylovich, E, Ivoilov, DA
, Terekhov, IS & Turitsyn, SK 2024,
SOA-based reservoir computing. in
2024 International Conference Laser Optics, ICLO 2024 - Proceedings. 2024 International Conference Laser Optics, ICLO 2024 - Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 279.
https://doi.org/10.1109/ICLO59702.2024.10624399
APA
Bednyakova, A., Manuylovich, E., Ivoilov, D. A.
, Terekhov, I. S., & Turitsyn, S. K. (2024).
SOA-based reservoir computing. In
2024 International Conference Laser Optics, ICLO 2024 - Proceedings (pp. 279). (2024 International Conference Laser Optics, ICLO 2024 - Proceedings). Institute of Electrical and Electronics Engineers Inc..
https://doi.org/10.1109/ICLO59702.2024.10624399
Vancouver
Bednyakova A, Manuylovich E, Ivoilov DA
, Terekhov IS, Turitsyn SK.
SOA-based reservoir computing. In 2024 International Conference Laser Optics, ICLO 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2024. p. 279. (2024 International Conference Laser Optics, ICLO 2024 - Proceedings). doi: 10.1109/ICLO59702.2024.10624399
Author
Bednyakova, A. ; Manuylovich, E. ; Ivoilov, D. A. et al. /
SOA-based reservoir computing. 2024 International Conference Laser Optics, ICLO 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2024. pp. 279 (2024 International Conference Laser Optics, ICLO 2024 - Proceedings).
BibTeX
@inproceedings{89c56904edfd4be98188afd124052bf0,
title = "SOA-based reservoir computing",
abstract = "We present a novel reservoir computing approach in which single nonlinear device - semiconductor optical amplifier, replaces the entire nonlinear reservoir to perform computations, without the conventional use of a delay loop. To study the performance of the proposed scheme, we use it for the benchmark prediction task of learning the Mackey-Glass chaotic attractor.",
keywords = "Mackey-Glass time series, linear regression, optical up-sampling, reservoir computing, semiconductor optical amplifier",
author = "A. Bednyakova and E. Manuylovich and Ivoilov, {D. A.} and Terekhov, {I. S.} and Turitsyn, {S. K.}",
note = "This work was supported by the Ministry of Science and Higher Education of the Russian Federation (Project No. FSUS-2021-0015).",
year = "2024",
doi = "10.1109/ICLO59702.2024.10624399",
language = "English",
isbn = "9798350390674",
series = "2024 International Conference Laser Optics, ICLO 2024 - Proceedings",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "279",
booktitle = "2024 International Conference Laser Optics, ICLO 2024 - Proceedings",
address = "United States",
}
RIS
TY - GEN
T1 - SOA-based reservoir computing
AU - Bednyakova, A.
AU - Manuylovich, E.
AU - Ivoilov, D. A.
AU - Terekhov, I. S.
AU - Turitsyn, S. K.
N1 - This work was supported by the Ministry of Science and Higher Education of the Russian Federation (Project No. FSUS-2021-0015).
PY - 2024
Y1 - 2024
N2 - We present a novel reservoir computing approach in which single nonlinear device - semiconductor optical amplifier, replaces the entire nonlinear reservoir to perform computations, without the conventional use of a delay loop. To study the performance of the proposed scheme, we use it for the benchmark prediction task of learning the Mackey-Glass chaotic attractor.
AB - We present a novel reservoir computing approach in which single nonlinear device - semiconductor optical amplifier, replaces the entire nonlinear reservoir to perform computations, without the conventional use of a delay loop. To study the performance of the proposed scheme, we use it for the benchmark prediction task of learning the Mackey-Glass chaotic attractor.
KW - Mackey-Glass time series
KW - linear regression
KW - optical up-sampling
KW - reservoir computing
KW - semiconductor optical amplifier
UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-85203170062&origin=inward&txGid=c56639efd3cb0f63462529dd9852242c
UR - https://www.mendeley.com/catalogue/95a8c83e-8e71-3476-ac25-446852f6354a/
U2 - 10.1109/ICLO59702.2024.10624399
DO - 10.1109/ICLO59702.2024.10624399
M3 - Conference contribution
SN - 9798350390674
T3 - 2024 International Conference Laser Optics, ICLO 2024 - Proceedings
SP - 279
BT - 2024 International Conference Laser Optics, ICLO 2024 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
ER -
