DocumentCode :
1764233
Title :
Channel Equalization in Optical OFDM Systems Using Independent Component Analysis
Author :
Xiang Li ; Wen-De Zhong ; Alphones, Arokiaswami ; Changyuan Yu ; Zhaowen Xu
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume :
32
Issue :
18
fYear :
2014
fDate :
Sept.15, 15 2014
Firstpage :
3206
Lastpage :
3214
Abstract :
We study the channel equalizer (CE) based on independent component analysis (ICA) for optical orthogonal-frequency-division-multiplexing (OFDM) systems without using training symbols (TSs). We begin by studying mathematical ICA models of optical OFDM systems and considering both the direct-detection optical OFDM (DDO-OFDM) and polarization division multiplexing coherent-detection optical OFDM (PDM-CO-OFDM) systems. One purpose of this paper is to provide a comprehensive study of ICA-based CE in both DDO-OFDM and CO-OFDM systems. Next, we propose a channel matrix initialization method to solve the permutation indeterminacy and complex uncertain scaling problems in ICA for both DDO-OFDM and PDM-CO-OFDM systems. Several algorithms are then investigated for ICA-based CEs including maximization of negentropy (MN), maximum likelihood (ML), minimization of mutual information (MMI), and fast ICA. It is found that the ICA-based CEs using MN, ML, and MMI can successfully recover the OFDM signal. Through both simulation and experiment, we show that in comparison to conventional TSs-based CEs with and without inter-symbol frequency-domain averaging (ISFA) and adaptive decision-directed CE, ICA-based CEs can provide slightly better or similar performances for both SP and DP optical OFDM systems with QPSK and 16-QAM modulations. Specifically, apart from higher spectral efficiency, the ICA-based CEs show significant better chromatic dispersion and polarization mode dispersion (PMD) tolerances than TSs-based CEs with ISFA in PDM-CO-OFDM systems over long-haul transmission.
Keywords :
OFDM modulation; independent component analysis; light polarisation; maximum likelihood estimation; optical communication; optical dispersion; optical modulation; quadrature amplitude modulation; quadrature phase shift keying; telecommunication channels; 16-QAM modulation; DDO-OFDM systems; OFDM signal; PDM-CO-OFDM systems; QPSK; channel equalization; channel equalizer; channel matrix initialization method; chromatic dispersion; complex uncertain scaling problems; direct-detection optical OFDM systems; independent component analysis; long-haul transmission; mathematical ICA models; maximization of negentropy; maximum likelihood; minimization of mutual information; optical orthogonal-frequency-division-multiplexing systems; permutation indeterminacy; polarization division multiplexing coherent-detection optical OFDM systems; polarization mode dispersion tolerance; spectral efficiency; Channel estimation; Integrated optics; Manganese; OFDM; Optical fibers; Optical polarization; Channel equalizer (CE); independent component analysis (ICA); orthogonal-frequency-division-multiplexing (OFDM);
fLanguage :
English
Journal_Title :
Lightwave Technology, Journal of
Publisher :
ieee
ISSN :
0733-8724
Type :
jour
DOI :
10.1109/JLT.2014.2340431
Filename :
6860225
Link To Document :
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