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Mixed Recognition Algorithm for Signal Modulation Schemes by High-order Cumulants and Cyclic Spectrum |
ZHAO Xiongwen① GUO Chunxia① LI Jingchun② |
①(School of Electrical and Electronic Engineering, North China Electric Power University, Beijing 102206, China)
②(The State Radio Monitoring Center, Beijing 100037, China) |
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Abstract To recognize the major modulation schemes which are applied to concurrent communication systems, a joint method based on the high-order cumulants and cyclic spectrum with intelligent decision algorithm (neural network) is proposed to recognize the modulation schemes for digital signals. Firstly, a new featured parameter is extracted from the four-order and six-order cumulants of the digital signals to identify the modulation schemes of {BPSK, 2ASK}, {QPSK}, {2FSK, 4FSK}, {MSK}, and {16QAM, 64QAM}, then {OFDM}, {16QAM, 64QAM}, {2ASK, BPSK}, and {2FSK, 4FSK} are classified by the other featured parameters of the joint high-order cumulants and cyclic spectrum algorithms. In order to facilitate the engineering implementation, the semi-physical simulation and mixed programming of LabVIEW and MATLAB are used to validate the proposed algorithms. Simulation results show that the algorithms can recognize modulations {OFDM, BPSK, QPSK, 2ASK, 2FSK, 4FSK, MSK, 16QAM, 64QAM} with small Signal-to-Noise Ratio (SNR). The average recognition rate is more than 94% with SNR greater or equal than 5 dB, which validates the effectiveness of the proposed algorithms.
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Received: 18 June 2015
Published: 22 January 2016
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Fund: The National Natural Science Foundation of China (61372051) |
Corresponding Authors:
GUO Chunxia
E-mail: guochunxia1002@163.com
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[1] |
SWAMI A and SADLER B M. Hierarchical digital modulation classification using cumulants[J]. IEEE Transactions on Communications, 2000, 48(3): 416-429. doi: 10.1109/26.837045.
|
[2] |
程汉文, 朱雷, 吴乐南. 基于累计量的干扰信号调制识别算法[J]. 电子与信息学报, 2009, 31(7): 1741-1745.
|
|
CHENG Hanwen, ZHU Lei, and WU Yuenan. Modulation classification algorithm for jamming signal based on cumulant[J]. Journal of Electronics & Information Technology, 2009, 31(7): 1741-1745.
|
[3] |
SHAKRA Mahmoud M, SHAHEEN Ehab M, BAKR Hossam Abou, et al. C3. Automatic digital modulation recognition of satellite communication signals[C]. 32nd National Satellite Communication Signals, Giza, 2015: 118-126. doi: 10.1109/ NRSC.2015.7117822.
|
[4] |
WANG Lanxun, REN Yujing, and ZHANG Ruihua. Algorithm of digital modulation recognition based on support vector machines[C]. International Conference on Machine Learning and Cybernetics, Baoding, 2009: 980-983. doi: 10.1109/ICMLC.2009.5212366.
|
[5] |
孙钢灿, 王忠勇, 刘正威. 基于高阶累积量实现数字调相信号调制识别[J]. 电波科学学报, 2012, 17(4): 825-831. doi: 10.13443/j.cjors.2012.04.033.
|
|
SUN Gangcan, WANG Zhongyong, and LIU Zhengwei. Performance analysis of modulation recongnition of MPSK signals based on high-order cumulants[J]. Chinese Journal of Radio Science, 2012, 17(4): 825-831. doi: 10.13443/j.cjors. 2012.04.033.
|
[6] |
LIU Mingzhu, ZHAO Yue, Shi Lin, et al. Research on recognition algorithm of digital modulation by higher order cumulants[C]. Fourth International Conference on Instrumentation and Measurement, Computer, Communication and Control (IMCCC), Harbin, 2014: 686-690. doi: 10.1109/IMCCC.2014.146
|
[7] |
刘明骞, 李兵兵, 曹超凤, 等. 认知无线电中非高斯噪声下数字调制信号识别方法[J]. 通信学报, 2014, 35(1): 82-88. doi: 10.3969/j.issn.1000-436x.2014.01.010
|
|
LIU Mingqian, LI Bingbing, CAO Chaofeng, et al. Recognition method of digital modulation signals over non- Gaussian noise in cognitive radio[J]. Journal on Communications, 2014, 35(1): 82-88. doi: 10.3969/j.issn. 1000-436x.2014.01.010.
|
[8] |
FEHSKE A, GAEDDERT J, and REED J. A new approach to signal classification using spectral correlation and neural networks[C]. IEEE International Symposium on New Frontiers in Dynamic Spectrum Access Networks, Baltimore, MD, 2005: 144-150. doi: 10.1109/DYSPAN. 2005. 1542629.
|
[9] |
赵宇峰, 曹玉健, 纪勇, 等. 基于循环频率特征的单信道混合通信信号的调制识别[J]. 电子与信息学报, 2014, 36(5): 1202-1208. doi: 10.3724/SP.J.1146.2013.00454.
|
|
ZHAO Yufeng, CAO Yujian, JI Yong, et al. Modulation identification for single-channel mixed communication signals based on cyclic frequency features[J]. Journal of Electronics & Information Technology, 2014, 36(5): 1202-1208. doi: 10.3724/SP.J.1146.2013.00454.
|
[10] |
HAN Yu, WEI Guohua, SONG Chunyun, et al. Hierarchical digital modulation recognition based on higher-order cumulants[C]. Second International Conference on Instrumentation, Measurement, Computer, Communication and Control (IMCCC), Harbin, 2012: 1645-1648. doi: 10.1109 /IMCCC.2012.398.
|
[11] |
廖灿辉, 涂世龙, 万坚. 一种抗频偏的卫星幅相调制信号识别算法[J]. 电子与信息学报, 2014, 36(2): 346-352. doi: 10.3724/ SP.J.1146.2013.00512.
|
|
LIAO Canhui, TU Shilong, and WAN Jian. An anti- frequency-offset algorithm for modulation recognition of satellite amplitude-phase modulated signals[J]. Journal of Electronics & Information Technology, 2014, 36(2): 346-352. doi: 10.3724/SP.J.1146.2013.00512.
|
[12] |
VISAN D A, JURIAN M, LITA I, et al. Modeling and simulation of an recognition system for digital modulated signals[C]. 32nd International Spring Seminar on Electronics Technology(ISSE), Brno, 2009: 1-5. doi: 10.1109/ISSE.2009. 5206992.
|
[13] |
YAJNANARAYANA V and AHMED I Z. Novel method for blind constellation detection using template based classifier for quadrature digital modulation schemes[C]. 10th International Conference on Electronic Measurement & Instruments (ICEMI), Chengdu, 2011: 1-4. doi: 10.1109/ ICEMI.2011.6037934.
|
[14] |
RAMKUMAR B. Automatic modulation classification for cognitive radios using cyclic feature detection[J]. IEEE Circuits and Systems Magazine, 2009, 9(2): 27-45. doi: 10.1109/MCAS.2008.931739.
|
[15] |
赵叶芳. 基于谱相关和神经网络的调制方式识别究[D]. [硕士论文], 哈尔滨工业大学, 2011.
|
|
ZHAO Yefang. Modulation recongnition based on spectral correlation and network[D]. [Master dissertation], Harbin Institute of Technology, 2011.
|
[16] |
包锡锐, 吴瑛, 周欣. 基于高阶累积量的数字调制信号识别算法[J]. 信息工程大学学报, 2007, 8(4): 463-467.
|
|
BAO Xirui, WU Ying, and ZHOU Xin. Algorithm of digital modulation recognition based on higher-order cumulants[J]. Journal of Information Engineering University, 2007, 8(4): 463-467.
|
[17] |
陈泽艺. 基于循环谱和高阶累积量的联合模式识别方法[J]. 电讯技术, 2015, 16(3): 328-332. doi: 10.3969/j.issn.1001- 893x.2015.03.017.
|
|
CHEN Zeyi. A combined modulation recognition based on cyclic spectrum and high-order cumulants[J]. Telecommunication Engineering, 2015, 16(3): 328-332. doi: 10.3969/j.issn.1001-893x.2015.03.017.
|
|
|
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