Automatic Identification of Space-Time Block Coding for MIMO-OFDM Systems in the Presence of Impulsive Interference

被引:0
|
作者
Zhang, Junlin [1 ,2 ]
Liu, Mingqian [1 ,2 ]
Chen, Yunfei [3 ]
Zhao, Nan [4 ]
Nallanathan, Arumugam [5 ]
机构
[1] Xidian Univ, State Key Lab Integrated Serv Networks, Xidian 710071, Shaanxi, Peoples R China
[2] Xidian Univ, Collaborat Innovat Ctr Informat Sensing & Understa, Xian 710071, Shaanxi, Peoples R China
[3] Univ Durham, Dept Engn, Durham, England
[4] Dalian Univ Technol, Sch Informat & Commun Engn, Dalian 116024, Peoples R China
[5] Queen Mary Univ London, Sch Elect Engn & Comp Sci, London E1 4NS, England
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Interference; OFDM; Gaussian noise; Classification algorithms; Modulation; Block codes; Symbols; Impulsive interference; multiple-input multiple-output; orthogonal frequency division multiplexing; signal identification; space-time block code; CYCLIC CORRENTROPY SPECTRUM; BLIND IDENTIFICATION; CLASSIFICATION; RECOGNITION; MODULATION; CODE; SIGNALS;
D O I
10.1109/TCOMM.2024.3382326
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
Signal identification, a vital task of intelligent communication radios, finds its applications in various military and civil communication systems. Previous works on identification for space-time block codes (STBC) of multiple-input multiple-output (MIMO) system employing orthogonal frequency division multiplexing (OFDM) are limited to additive white Gaussian noise. In this paper, we develop a novel automatic identification algorithm to exploit the generalized cross-correntropy function of the received signals to classify STBC-OFDM signals in the presence of Gaussian noise and impulsive interference. This algorithm first introduces the generalized cross-correntropy function to fully utilize the space-time redundancy of STBC-OFDM signals. The strongly-distinguishable discriminating matrix is then constructed by using the generalized cross-correntropy for multiple receive antennas. Finally, a decision tree identification algorithm is employed to identify the STBC-OFDM signals which is extended by the binary hypothesis test. The proposed algorithm avoids the traditionally required pre-processing tasks, such as channel coefficient estimation, noise and interference statistics prediction and modulation type recognition. Numerical results are presented to show that the proposed scheme provides good identification performance by exploiting the generalized cross-correntropy function of STBC-OFDM signals under impulsive interference circumstances.
引用
收藏
页码:4816 / 4828
页数:13
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