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Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing

Research output: Contribution to journal › Article › peer-review

Standard Standard

Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing. / Kai, Chao; Li, Pu; Wang, Bingjie et al.
In: IEEE Journal of Selected Topics in Quantum Electronics, Vol. 29, No. 6: Photonic Signal Processing, 11.2023, p. 1-7.

Research output: Contribution to journal › Article › peer-review

HarvardHarvard

Kai, C, Li, P, Wang, B, Shore, KA, Qin, YW & Wang, Y 2023, 'Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing', IEEE Journal of Selected Topics in Quantum Electronics, vol. 29, no. 6: Photonic Signal Processing, pp. 1-7. https://doi.org/10.1109/JSTQE.2023.3262402

APA

Kai, C., Li, P., Wang, B., Shore, K. A., Qin, Y. W., & Wang, Y. (2023). Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing. IEEE Journal of Selected Topics in Quantum Electronics, 29(6: Photonic Signal Processing), 1-7. https://doi.org/10.1109/JSTQE.2023.3262402

CBE

Kai C, Li P, Wang B, Shore KA, Qin YW, Wang Y. 2023. Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing. IEEE Journal of Selected Topics in Quantum Electronics. 29(6: Photonic Signal Processing):1-7. https://doi.org/10.1109/JSTQE.2023.3262402

MLA

Kai, Chao et al. "Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing". IEEE Journal of Selected Topics in Quantum Electronics. 2023, 29(6: Photonic Signal Processing). 1-7. https://doi.org/10.1109/JSTQE.2023.3262402

VancouverVancouver

Kai C, Li P, Wang B, Shore KA, Qin YW, Wang Y. Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing. IEEE Journal of Selected Topics in Quantum Electronics. 2023 Nov;29(6: Photonic Signal Processing):1-7. Epub 2023 Mar 27. doi: 10.1109/JSTQE.2023.3262402

Author

Kai, Chao ; Li, Pu ; Wang, Bingjie et al. / Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing. In: IEEE Journal of Selected Topics in Quantum Electronics. 2023 ; Vol. 29, No. 6: Photonic Signal Processing. pp. 1-7.

RIS

TY - JOUR

T1 - Time Delay Signature Extraction of Optical-Feedback-Induced Chaos With Reservoir Computing

AU - Kai, Chao

AU - Li, Pu

AU - Wang, Bingjie

AU - Shore, K. Alan

AU - Qin, Yu wen

AU - Wang, Yuncai

PY - 2023/11

Y1 - 2023/11

N2 - The time delay signature is a crucial secure key for chaos communication using optical feedback semiconductor lasers. Herein, we propose a single node-based photonic reservoir computing method for extracting the time delay signature of optical-feedback-induced chaos. Through drawing the phase diagram of the chaotic time series and its delayed copies, we transform the time delay signature into the shape feature of the obtained two-dimensional image. After training the optimized photonic reservoir with these two-dimensional images, we numerically demonstrate that our method can achieve an overall extraction accuracy rate of 97.3% for different optical feedback semiconductor lasers. Considering its good performance and simple configuration, we believe that this single node-based photonic reservoir computing offers a hardware-friendly solution for time delay signature extraction.

AB - The time delay signature is a crucial secure key for chaos communication using optical feedback semiconductor lasers. Herein, we propose a single node-based photonic reservoir computing method for extracting the time delay signature of optical-feedback-induced chaos. Through drawing the phase diagram of the chaotic time series and its delayed copies, we transform the time delay signature into the shape feature of the obtained two-dimensional image. After training the optimized photonic reservoir with these two-dimensional images, we numerically demonstrate that our method can achieve an overall extraction accuracy rate of 97.3% for different optical feedback semiconductor lasers. Considering its good performance and simple configuration, we believe that this single node-based photonic reservoir computing offers a hardware-friendly solution for time delay signature extraction.

U2 - 10.1109/JSTQE.2023.3262402

DO - 10.1109/JSTQE.2023.3262402

M3 - Article

VL - 29

SP - 1

EP - 7

JO - IEEE Journal of Selected Topics in Quantum Electronics

JF - IEEE Journal of Selected Topics in Quantum Electronics

SN - 1558-4542

IS - 6: Photonic Signal Processing

ER -