End-to-End Learning in Optical Fiber Communications: Experimental Demonstration and Future Trends

被引：8

作者：

Karanov, Boris ^{[1
,2
,3
]}

Oliari, Vinicius ^{[2
]}

Chagnon, Mathieu ^{[3
]}

Liga, Gabriele ^{[2
]}

Alvarado, Alex ^{[2
]}

Aref, Vahid ^{[3
]}

Lavery, Domanic ^{[1
]}

Bayvel, Polina ^{[1
]}

Schmalen, Laurent ^{[4
]}

机构：

[1] UCL, Dept Elect & Elect Engn, Opt Networks Grp, London WC1E 7JE, England

[2] Eindhoven Univ Technol, NL-5600 MB Eindhoven, Netherlands

[3] Nokia Bell Labs, D-70435 Stuttgart, Germany

[4] Karlsruhe Inst Technol, Commun Engn Lab, D-76131 Karlsruhe, Germany

来源：

2020 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATIONS (ECOC) | 2020年

基金：

欧洲研究理事会; 欧盟地平线“2020”; 英国工程与自然科学研究理事会;

关键词：

D O I：

10.1109/ECOC48923.2020.9333265

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Fiber-optic auto-encoders are demonstrated on an intensity modulation/direct detection test-bed, outperforming state-of-the-art signal processing. Algorithms for end-to-end optimization using experimentally collected data are discussed. The end-to-end learning framework is extended for performing optimization of the symbol distribution in probabilistically-shaped coherent systems.

引用

页数：4

共 50 条

[31] End-to-End Network Service Lifecycle Demonstration
Hunt, Jason
Hale, Charlie
Kappel, Jochen
2015 IEEE CONFERENCE ON NETWORK FUNCTION VIRTUALIZATION AND SOFTWARE DEFINED NETWORK (NFV-SDN), 2015, : 9 - 12
[32] Deep Learning-based Frame and Timing Synchronization for End-to-End Communications
Wu, Hengmiao
Sun, Zhuo
Zhou, Xue
2018 3RD INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING, 2019, 1169
[33] End-to-end learning of adaptive coded modulation schemes for resilient wireless communications
Davey, Christopher P.
Shakeel, Ismail
Deo, Ravinesh C.
Sharma, Ekta
Salcedo-Sanz, Sancho
Soar, Jeffrey
APPLIED SOFT COMPUTING, 2024, 159
[34] Explainable Asymmetric Auto-Encoder for End-to-End Learning of IoBNT Communications
Khanzadeh, Roya
Angerbauer, Stefan
Gomez, Jorge Torres
Hofmann, Pit
Dressler, Falko
Fitzek, Frank H. P.
Springer, Andreas
Haselmayr, Werner
2024 IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING FOR COMMUNICATION AND NETWORKING, ICMLCN 2024, 2024, : 412 - 418
[35] PERSONAL COMMUNICATORS REQUIRE END-TO-END COMMUNICATIONS
FRANZO, R
COMPUTER DESIGN, 1993, 32 (12): : 71 - &
[36] Secret end-to-end communications in mobile networks
Yu, Bin-Xiao
Wang, Xin-Mei
Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2004, 32 (03): : 384 - 387
[37] Optimization of Fiber Optics Communication Systems via End-to-End Learning
Jovanovic, Ognjen
Jones, Rasmus T.
Gaiarin, Simone
Yankov, Metodi P.
Da Ros, Francesco
Zibar, Darko
2020 22ND INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON 2020), 2020,
[38] End-to-End Incremental Learning
Castro, Francisco M.
Marin-Jimenez, Manuel J.
Guil, Nicolas
Schmid, Cordelia
Alahari, Karteek
COMPUTER VISION - ECCV 2018, PT XII, 2018, 11216 : 241 - 257
[39] FUTURE-TRENDS IN OPTICAL FIBER COMMUNICATIONS
SUEMATSU, Y
HALIDE GLASSES V, 1988, 32 : 279 - 282
[40] Exploiting Future Radio Resources With End-to-End Prediction by Deep Learning
Guo, Jia
Yang, Chenyang
I, Chih-Lin
IEEE ACCESS, 2018, 6 : 75729 - 75747

← 1 2 3 4 5 →