TR2022-091

DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node


    •  Kodama, T., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node", Optics Express, DOI: 10.1364/​OE.449812, Vol. 30, No. 7, pp. 10866-10876, June 2022.
      BibTeX TR2022-091 PDF
      • @article{Kodama2022jun,
      • author = {Kodama, Takahiro and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
      • title = {DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node},
      • journal = {Optics Express},
      • year = 2022,
      • volume = 30,
      • number = 7,
      • pages = {10866--10876},
      • month = jun,
      • doi = {10.1364/OE.449812},
      • url = {https://www.merl.com/publications/TR2022-091}
      • }
  • MERL Contacts:
  • Research Areas:

    Communications, Machine Learning, Optimization, Signal Processing

Abstract:

This paper proposes an optical gateway that converts pulse amplitude modulation (PAM) format to phase shift keying (PSK) modulation format, enabling flexible intensity-to- phase mapping without relying on optical-electrical-optical data conversion at heterogenous network connections. A proof-of-principle experiment shows that optically converted PSK signals from regular PAM signals will induce non-uniform irregular phase noise distortion. The proposed optical gateway is designed to provide an optimized phase distance for PSK signals such that an achievable information rate is maximized by a deep learning-based decision on the receiver side. The phase distance-tuned PSK signals offer performance improvement of about 4 dB gain at a target generalized mutual information by making use of a digital neural network recovery.

 

  • Related Publication

  •  Kodama, T., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "DNN-assisted optical geometric constellation shaped PSK modulation for PAM4-to-QPSK format conversion gateway node", arXiv, February 2021.
    BibTeX arXiv
    • @article{Kodama2021feb,
    • author = {Kodama, Takahiro and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {DNN-assisted optical geometric constellation shaped PSK modulation for PAM4-to-QPSK format conversion gateway node},
    • journal = {arXiv},
    • year = 2021,
    • month = feb,
    • url = {https://arxiv.org/abs/2102.13474}
    • }