Data Reduction Adaptive Digital Back Propagation Algorithm

Jinkun Jiang, Qi Zhang*, Xiangjun Xin, Fu Wang, Zhipei Li, Feng Tian, Qinghua Tian, Yongjun Wang, Leijing Yang

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

With the application of various advanced technologies, the record of transmission reach in optical fiber communication has been continuously improved. In long-haul systems, in order to provide a higher power budget, the transmit power is increased, resulting in more severe nonlinear effects. However, the digital back propagation (DBP) algorithm, as a commonly used nonlinear impairment compensation method, requires accurate channel parameters when performing compensation, which is impossible in practical applications. To solve this problem, an adaptive DBP (ADBP) method based on data reduction is proposed in this paper, which is called data reduction ADBP (DR-ADBP). In DR-ADBP, instead of using all the received samples, a block with a certain length of them is selected and then applied to the adaptive algorithm to reduce the overall complexity. After the accurate parameters are searched by the adaptive algorithm, the DBP operation for all samples is performed then to compensate for the impairment. The proposal of the adaptive algorithm is under the guidance of the analysis of the nonlinear impairment and the adaptive cost function, which is more in line with the characteristics of the optical fiber channel. The proposed method is verified in a coherent optical communication system. The results show that under different initialization nonlinear scale factors, the convergence of nonlinear coefficients can be achieved by DR-ADBP with fewer iterations, and the required running time is much lower than that of the previous ADBP.

Original languageEnglish
Title of host publicationFourteenth International Conference on Information Optics and Photonics, CIOP 2023
EditorsYue Yang
PublisherSPIE
ISBN (Electronic)9781510671744
DOIs
Publication statusPublished - 2023
Event14th International Conference on Information Optics and Photonics, CIOP 2023 - Xi'an, China
Duration: 7 Aug 202310 Aug 2023

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12935
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference14th International Conference on Information Optics and Photonics, CIOP 2023
Country/TerritoryChina
CityXi'an
Period7/08/2310/08/23

Keywords

  • Digital back propagation
  • adaptive digital back propagation
  • nonlinear effects
  • optical communication

Fingerprint

Dive into the research topics of 'Data Reduction Adaptive Digital Back Propagation Algorithm'. Together they form a unique fingerprint.

Cite this