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Simultaneous modulation format identification and OSNR monitoring based on optoelectronic reservoir computing
KTH, School of Engineering Sciences (SCI), Applied Physics, Photonics. Institute of Lightwave Technology, Key Lab of All Optical Network & Advanced Telecommunication Network, Ministry of Education, Beijing Jiaotong University, Beijing 100044, China.
Institute of Lightwave Technology, Key Lab of All Optical Network & Advanced Telecommunication Network, Ministry of Education, Beijing Jiaotong University, Beijing 100044, China.
KTH, School of Engineering Sciences (SCI), Applied Physics, Photonics. RISE Research Institutes of Sweden, 164 40 Kista, Sweden.ORCID iD: 0000-0001-5783-8996
Institute of Lightwave Technology, Key Lab of All Optical Network & Advanced Telecommunication Network, Ministry of Education, Beijing Jiaotong University, Beijing 100044, China.
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2022 (English)In: Optics Express, E-ISSN 1094-4087, Vol. 30, no 26, p. 47515-47527Article in journal (Refereed) Published
Abstract [en]

An approach for simultaneous modulation format identification (MFI) and optical signal-to-noise ratio (OSNR) monitoring in digital coherent optical communications is proposed based on optoelectronic reservoir computing (RC) and the signal’s amplitude histograms (AHs) obtained after the adaptive post-equalization. The optoelectronic RC is implemented using a Mach-Zehnder modulator and optoelectronic delay feedback loop. We investigate the performance of the proposed model with the number of symbols, bins of AHs and the hyperparameters of optoelectronic RC. The results show that 100% MFI accuracy can be achieved simultaneously with accurate OSNR estimation for different modulation formats under study. The lowest achievable OSNR estimation mean absolute errors for the dual-polarization (DP)-quadrature phase-shift keying signal, the DP-16-ary quadrature amplitude modulation (16QAM) signal, and the DP-64QAM signal are 0.2 dB, 0.32 dB and 0.53 dB, respectively. The robustness of the proposed scheme is also evaluated when the optoelectronic RC is in presence of additive white Gaussian noises. Then, a proof of concept experiment is demonstrated to further verify our proposed method. The proposed approach offers a potential solution for next-generation intelligent optical performance monitoring in the physical layer.

Place, publisher, year, edition, pages
Optica Publishing Group , 2022. Vol. 30, no 26, p. 47515-47527
National Category
Telecommunications Atom and Molecular Physics and Optics
Identifiers
URN: urn:nbn:se:kth:diva-328707DOI: 10.1364/OE.474207ISI: 001015462400001PubMedID: 36558679Scopus ID: 2-s2.0-85144361519OAI: oai:DiVA.org:kth-328707DiVA, id: diva2:1767001
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QC 20230613

Available from: 2023-06-13 Created: 2023-06-13 Last updated: 2023-07-14Bibliographically approved

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Han, MengyaoFan, YuchuanSchatz, RichardPopov, SergeiOzolins, OskarsPang, Xiaodan

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