Meta-Learning Assisted Source Domain Optimization for Transfer Learning Based Optical Fiber Nonlinear Equalization-Reference-Cited by-同舟云学术

Meta-Learning Assisted Source Domain Optimization for Transfer Learning Based Optical Fiber Nonlinear Equalization

Published:2023-03-01 Issue:5 Volume:41 Page:1269-1277
ISSN:0733-8724
Container-title:Journal of Lightwave Technology
language:
Short-container-title:J. Lightwave Technol.

Author:

Zhang Jing¹^ORCID,Xu Tao¹,Jin Taowei¹,Jiang Wenshan¹,Hu Shaohua¹^ORCID,Huang Xiatao¹,Xu Bo¹^ORCID,Yu Zhenming²^ORCID,Yi Xingwen³^ORCID,Qiu Kun¹

Affiliation:

1. Key Laboratory of Optical Fiber Sensing and Communications (Education Ministry of China), School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China

2. State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China

3. School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou, China

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

State Key Laboratory of Advanced Optical Communication Systems and Networks

Shanghai Jiao Tong University

Fundamental Research Funds for the Central Universities

Open Fund of IPOC

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Atomic and Molecular Physics, and Optics

Link

http://xplorestaging.ieee.org/ielx7/50/10058093/09964046.pdf?arnumber=9964046

Reference41 articles.

1. Folded digital backward propagation for dispersion-managed fiber-optic transmission

2. Model-agnostic meta-learning for fast adaptation of deep networks;finn;Proc 34th Int Conf Mach Learn,2017

3. Reduced Complexity Digital Back-Propagation Methods for Optical Communication Systems

4. Feedforward and Recurrent Neural Network-Based Transfer Learning for Nonlinear Equalization in Short-Reach Optical Links

5. Mitigation of intra-channel nonlinearities using a frequency-domain Volterra series equalizer

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