Identification of superposed modulations for two-way relaying MIMO systems with physical-layer network coding

被引:6
|
作者
Ben Chikha, Wassim [1 ]
Chaoui, Slim [1 ]
Attia, Rabah [1 ]
机构
[1] Carthage Univ, Tunisia Polytech Sch, SERCOM Lab, La Marsa 2078, Tunisia
关键词
feature selection; genetic algorithms; higher order statistics; radio receivers; signal detection; relay networks (telecommunication); network coding; MIMO communication; two-way relaying MIMO system; superposed modulation identification; physical-layer network coding; automatic modulation identification; intelligent receiver; two-way relaying multiple-input multiple-output system; PLNC; source modulation; superposed constellation; relay position; signal-to-noise ratio level; random forest; feature selection method; information theory; genetic algorithm; higher order statistics-based feature; CLASSIFICATION; RECOGNITION;
D O I
10.1049/iet-com.2016.0335
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
The automatic modulation identification of a detected signal represents an essential task for an intelligent receiver and plays an important role in demodulating the intercepted signals for several communication systems. In this study, the authors propose an efficient algorithm of superposed modulations identification dedicated for two-way relaying multiple-input multiple-output systems with physical-layer network coding (PLNC). The aim of this work is to identify a pair of sources modulations from the superposed constellation, when PLNC is applied. For this purpose, the authors use the higher order statistics-based features in conjunction with genetic algorithm and information theory as a features selection method and the random forests as a classifier. Simulations are provided to assess the accuracy of the proposed algorithm through the average probability of correct identification for different modulation scheme pairs. It is shown that the algorithm achieves high-modulation identification in acceptable signal-to-noise ratio level at different relay position.
引用
收藏
页码:225 / 231
页数:7
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