Experimental Demonstration of Simultaneous Modulation Format/Symbol Rate Identification and Optical Performance Monitoring for Coherent Optical Systems

被引:37
作者
Guesmi, Latifa [1 ]
Ragheb, Amr Mohamed [2 ]
Fathallah, Habib [3 ,4 ]
Menif, Mourad [1 ]
机构
[1] Univ Carthage, Higher Sch Commun Tunis SupCom, GresCom Lab, Ariana 2083, Tunisia
[2] King Saud Univ, KACST TIC Radio Frequency & Photon Soc RFTONICS E, Riyadh 11421, Saudi Arabia
[3] Univ Carthage, Comp Dept, Coll Sci Bizerte, Tunis 1054, Tunisia
[4] King Saud Univ, KACST TIC Radio Frequency & Photon Soc E, Riyadh 11421, Saudi Arabia
关键词
Asynchronous amplitude histogram (AAH); artificial neural network (ANN); digital coherent system; modulation format identification; multiimpairment monitoring; optical performance monitoring (OPM); TO-NOISE RATIO; FORMAT IDENTIFICATION; NEURAL-NETWORK; OFDM;
D O I
10.1109/JLT.2017.2772851
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
Transmission systems that use advanced complex modulation schemes and digital coherent receivers, have been driving the growth of optical communication networks for nearly a decade. In this fact, new strategies for network diagnosis and management are developed. In this paper, we propose and experimentally demonstrate a cost-effective technique that not only exhibits optical performance monitoring functionalities but also enables simultaneous symbol rate and modulation format identification. It is implemented for both dual-polarized quadrature phase shift keying and 16-quadrature amplitude modulation at various symbol rates. Our approach is based on artificial neural networks (ANNs) in conjunction with asynchronous amplitude histogram (AAH) evaluation. Our ANN-based pattern recognition algorithm, with all of the features of AAHs, facilitates both symbol rate and modulation format classification at high data rates. Experimental investigation demonstrates accurate classification of advanced modulation formats, in the presence of various link impairments. The latter include chromatic dispersion (CD) varying from 200 to 1600 ps/nm, differential group delay between 10 and 70 ps, phase noise varying from 10 kHz to 10 MHz and amplified spontaneous emission noise. The results of the aforementioned method demonstrate multiimpairment monitoring over wide monitoring ranges. At high symbol rates, after a precise extraction of monitoring parameters (i.e., F-CD and F-OSNR), our approach achieved a minimum dispersion parameter close to 0.2 dB and a maximum performance parameter of 6 dB. Our technique is robust and transparent for both the symbol rates and the modulation formats.
引用
收藏
页码:2230 / 2239
页数:10
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