期刊文献+

基于恒模特性的单通道时频重叠信号盲分离算法 被引量:4

A single-channel blind separation algorithm based on constant modulus for two time-frequency overlapped signals
原文传递
导出
摘要 针对单通道同调制方式、同调制参数时频重叠信号的盲分离问题,基于MSK信号的恒模特性,及对MSK混合信号分量幅度的准确估计,构建了单通道信号盲分离欠定方程组.为解决该方程组的解模糊问题,根据MSK信号相位连续特性,提出了相位方差最小模糊解消除准则.但相位对噪声较为敏感,该准则可能会产生严重的误判现象,又提出了一种基于最小斜率的补充准则.基于以上两种模糊解消除准则,可对单通道信号盲分离欠定方程组的模糊解进行合理选择,有效地实现了MSK时频重叠信号的单通道盲分离.仿真结果表明:在信噪比大于5 dB的条件下,该算法对混合信号具有较好的分离效果.并且该算法具有复杂度低、计算量小的优点. Blind signal separation is a challenging topic in the communication field, especially for wireless radio signal reconnaissance and monitoring. Considering a blind signal separation problem concerning co-modulated time-frequency overlapped mixed signals on a single channel, a signal blind separation algorithm is proposed based on the constant modulus and estimated amplitude of the minimum shift keying modulated signals. The blind separating algorithm is based on dissolving the underdetermined equations under a constant modulus constrained condition. Two criteria of minimum phase variance and minimum slope are presented to eliminate solution illegibility, which can reasonably lead to the right solution of the blind signal separation equations. Simulation results show good separation performance when SNR is greater than 5 dB. The algorithm minimizes computing complexity.
出处 《中国科学:信息科学》 CSCD 2013年第3期418-428,共11页 Scientia Sinica(Informationis)
基金 国家自然科学基金(批准号:60572161) 航空基金(批准号:20055184005)资助项目
关键词 单通道 恒模特性 盲分离 模糊解 欠定方程组 single channel, constant modulus, blind separation, fuzzy solution, uncertainty equations
  • 相关文献

参考文献11

  • 1Dankberg M. Paired carrier multiple access (PCMA) for satellite communications. In: Proceedings of the Pacific Telecommunications Conference. Honolulu, 1998.
  • 2Torkild E, Gudrun H, Bjorn N. Maritime traffic monitoring using a space-based AIS receiver. Acta Astronaut, 2006,58: 537-549.
  • 3Chen Y, Liang T. Applocation study of BA-FRESH filtering technique for communication anti-jamming. In: Proceedings of 10th International Conference on Signal Processing, 2010. 287-290.
  • 4Chien J T. Convex divergence ICA for blind source separation. IEEE Trans Audio Speech Language Process, 2012,20: 76-82.
  • 5Bogdan M, Maarten D V, Ivan G, et al. Source separation from single-channel recordings by ombining empirical-mode decomposition and independent component analysis. IEEE Trans Biomed Engin, 2010, 57: 2188-2196.
  • 6欧世峰,高颖,赵晓晖.自适应组合型盲源分离算法及其优化方案[J].电子与信息学报,2011,33(5):1243-1247. 被引量:40
  • 7廖灿辉,涂世龙,万坚.基于迭代的同频混合信号单通道盲分离/译码算法[J].通信学报,2011,32(8):111-117. 被引量:22
  • 8Stark M, Wohlmayr M, Pernkopf F. Source-Filter-Based single-channel speech separation using pitch information. IEEE Trans Audio Speech Language Process, 2011, 19: 242-255.
  • 9廖灿辉,万坚,周世东.两同频调制信号混合单通道盲分离的性能界[J].清华大学学报(自然科学版),2010,50(10):1646-1650. 被引量:12
  • 10Sklar B. Digital Communications Fundamentals and Applications. 2nd ed. Beijing: Publishing House of Electronics and Industry, 2008. 559-562.

二级参考文献35

  • 1Cardoso J F. Infomax and maximum likelihood for blind source separation [J]. IEEE Sig Process Lett, 1997, 4(4): 112 - 114.
  • 2Li Y Q, Amari S, Cichocki A, et al. Undetermined blind source separation based on Sparse Representation[J].IEEE Trans S P, 2006, 54(2): 423-437.
  • 3Heidari S, Nikias C I. Cochannel interference mitigation in the time scale domain: The CIMTS algorithm [J]. IEEE Trans S P, 1996, 44(9): 2151-2162.
  • 4Brandt-Pearce M. Signal separation using fractional sampling in multiuser communications [J]. IEEE Trans Comm, 2000, 48(2) : 242 - 251.
  • 5Liu K, Li H, Dai X, et al. Single channel blind separation of cofrequency MPSK signals [C]// Proc Comm Internet, and Inf Technol. 2006.
  • 6Tu S L, Chen S H, Zheng H, et al. Particle filtering based signal-channel blind separation of co-frequency MPSK signals [C]// Proe ISPACS'07. Xiamen, 2007 :89 - 92.
  • 7Tu S L, Zheng H, Gu N. Single-channel blind separation of two QPSK signals using per survivor processing [C]// APCCAS08. Macao, 2008:473 - 476.
  • 8Forney G D. Maximum likehood sequence estimation of digital sequences in the presenee of intersymbol interference [J]. IEEETrans Info Theor, 1972, IT-18(3): 363-378.
  • 9Verdu S. Minimum probability of error for asynchronous Gaussian multiple access channels [J].IEEE Trans Info Theor, 1986, IT-32:85-96.
  • 10Zhang X D, Wei W. Blind adaptive multiuser detection based on Kalman filtering[J].IEEE Trans S P, 2002, 50(1): 87 - 95.

共引文献64

同被引文献46

  • 1张邦宁,魏安全,郭道省.通信抗干扰技术[M].北京:机械工业出版社,2007:182-184.
  • 2万坚,涂世龙,廖灿辉,等.通信混合信号盲分离理论与技术[M].北京:国防工业出版社,2012:88-90.
  • 3Jutten C,Herault J. Space or time adaptive signal pro-cessing by neural network models [C] //AIP Conf. Proc.151,206 (1986),Snowbird, UT,USA, 13-16.
  • 4Jutten C, Herault J. Blind separation of sources, Part I:An adaptive algorithm based on neuromimetic architecture[J]. Signal Processing, July 1991,24( 1 ) :1-10.
  • 5HyvSrinen A. Fast and robust fix-point algorithm for inde-pendent component analysis [ J]. IEEE Transactions onNeural Networks, May 1999,10(3) :626-634.
  • 6Gao B, Woo W L, Dlay S S. Adaptive sparsity non-nega-tive matrix factorization for single-channel source separa-tion [J] . IEEE Journal of Selected Topic in Signal Pro-cessing ,2011, 5(5) ; 989-1001.
  • 7Minje K,Paris S. Single channel source separation usingsmooth nonnegative matrix factorization with Markov ran-dom fields [C]//2013 IEEE International Workshop onMachine Learning for Signal Processing ( MLSP),South-ampton ,UK, 2013:1-6.
  • 8Sun, Dennis L,Gautha J, et al. Universal speech mod-els for speaker independent single channel source separa-tion [C] //IEEE International Conference on Acoustics,Speech and Signal Processing ( ICASSP) , Vancouver,BC, 2013; 141-145.
  • 9Warbhe A D,Dharaskar R V,Kalambhe B. A Singlechannel Phonocardiograph Processing using EMD, SVD[C]// Proc2010 3rd International Conference on Emer-ging Trends in Engineering and Technology ( ICETET),Goa, 2010;578-581.
  • 10Mijovi,c B, Vos M D, Gligorijevi'c I,et al. Source Sep-aration From Single-Channel Recordings by CombiningEmpirical-Mode Decomposition and Independent Compo-nent Analysis [ J ]. IEEE Transaction on Biomedical En-gineer, 2010,57(9) : 2188-2196.

引证文献4

二级引证文献9

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部