DocumentCode :
25031
Title :
Simultaneous optical performance monitoring and modulation format/bit-rate identification using principal component analysis
Author :
Ming Chieng Tan ; Khan, Faisal Nadeem ; Al-Arashi, Waled Hussein ; Yudi Zhou ; Lau, Alan Pak Tao
Author_Institution :
Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Nibong Tebal, Malaysia
Volume :
6
Issue :
5
fYear :
2014
fDate :
May-14
Firstpage :
441
Lastpage :
448
Abstract :
We propose a novel technique for simultaneous multi-impairment monitoring and autonomous bit-rate and modulation format identification (BR-MFI) in next-generation heterogeneous fiber-optic communication networks by using principal component analysis-based pattern recognition on asynchronous delay-tap plots. The results of numerical simulations performed for three commonly used modulation formats at two different bit-rates each demonstrate simultaneous and independent monitoring of optical signal-to-noise ratio, chromatic dispersion, and differential group delay with mean errors of 1 dB, 4 ps/nm, and 1.6 ps, respectively, without knowing the signal´s bit-rate and modulation format. Similarly, the results for joint BR-MFI validate accurate identification of all the bit-rates and modulation formats despite the presence of various network impairments. The effects of fiber nonli-nearity and transmitter variations on the performance of the proposed technique are also investigated.
Keywords :
error statistics; next generation networks; numerical analysis; optical fibre dispersion; optical fibre networks; optical modulation; optical noise; optical transmitters; pattern recognition; principal component analysis; BR-MFI; asynchronous delay-tap plots; chromatic dispersion; differential group delay; fiber nonlinearity; modulation format-bit-rate identification; multiimpairment monitoring; network impairments; next-generation heterogeneous fiber-optic communication networks; numerical simulations; optical performance monitoring; optical signal-to-noise ratio; principal component analysis-based pattern recognition; transmitter; Accuracy; Modulation; Monitoring; Optical attenuators; Optical fibers; Vectors; Asynchronous delay-tap sampling; Bit-rate and modulation format identification; Optical performance monitoring; Principal component analysis;
fLanguage :
English
Journal_Title :
Optical Communications and Networking, IEEE/OSA Journal of
Publisher :
ieee
ISSN :
1943-0620
Type :
jour
DOI :
10.1364/JOCN.6.000441
Filename :
6822800
Link To Document :
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