Reduced Complexity Nonlinearity Compensation via Principal Component Analysis and Deep Neural Networks

被引：0

作者：

Gao, Yuliang ^{[1
]}

El-Sahn, Ziad A. ^{[1
]}

Awadalla, Ahmed ^{[1
]}

Yao, Demin ^{[1
]}

Sun, Han ^{[1
]}

Mertz, Pierre ^{[2
]}

Wu, Kuang-Tsan ^{[1
]}

机构：

[1] Infinera Canada, 555 Legget Dr, Kanata, ON K2K 2X3, Canada

[2] Infinera Corp, 9005 Junct Dr, Savage, MD 20763 USA

来源：

2019 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION (OFC) | 2019年

关键词：

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

We demonstrate a novel fiber nonlinearity post-equalization algorithm using principal component analysis and neural networks. We achieve similar to 0.46 dBQ improvement for 21 Gbaud DP-8QAM transmission over similar to 13,000 km deployed fiber with over 90% complexity reduction.

引用

页数：3

共 50 条

[1] Joint PMD Tracking and Nonlinearity Compensation With Deep Neural Networks
Jain, Prasham
Lampe, Lutz
Mitra, Jeebak
[J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2023, 41 (12) : 3957 - 3966
[2] Deep Component Analysis via Alternating Direction Neural Networks
Murdock, Calvin
Chang, Ming-Fang
Lucey, Simon
[J]. COMPUTER VISION - ECCV 2018, PT 15, 2018, 11219 : 851 - 867
[3] Nonlinear principal component analysis by neural networks
Hsieh, WW
[J]. TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2001, 53 (05) : 599 - 615
[4] Compensation of Sensors Nonlinearity with Neural Networks
Cotton, Nicholas J.
Wilamowski, Bogdan M.
[J]. 2010 24TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS (AINA), 2010, : 1210 - 1217
[5] Nonlinear principal component analysis - Based on principal curves and neural networks
Dong, D
McAvoy, TJ
[J]. COMPUTERS & CHEMICAL ENGINEERING, 1996, 20 (01) : 65 - 78
[6] Principal component analysis, neural networks and eigenvalues of matrices
陈弘
陈天平
[J]. Science Bulletin, 1996, (11) : 967 - 968
[7] Principal component analysis using constructive neural networks
Makki, B.
Seyedsalehi, S. A.
Hosseini, M. Noori
Sadati, N.
[J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 558 - +
[8] Principal component analysis, neural networks and eigenvalues of matrices
Chen, H
Chen, TP
[J]. CHINESE SCIENCE BULLETIN, 1996, 41 (11): : 967 - 968
[9] Competitive probabilistic principal component analysis neural networks
Lopez-Rubio, E
Ottiz-de-Lazcano-Lobato, JM
[J]. PROCEEDINGS OF THE EIGHTH IASTED INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, 2004, : 380 - 385
[10] Principal component analysis and deep neural networks in modeling the melt flow index of degradable plastics
Abu Bakar, Syamsiah
Hussain, Saiful Izzuan
Zirour, Mourad
Noor, Mohammad Faizuddin Md
[J]. INTERNATIONAL JOURNAL OF ADVANCES IN ENGINEERING SCIENCES AND APPLIED MATHEMATICS, 2024, 16 (02) : 156 - 165

← 1 2 3 4 5 →