期刊文献+

基于最优保存并行混合遗传算法的直接盲信号检测 被引量:2

Direct blind signal detection based on a parallel hybrid genetic algorithm using optimal save strategy
下载PDF
导出
摘要 针对现有的盲均衡遗传算法适应度函数构造复杂,辨识信道结构简单,只能在连续空间搜索的问题,本文借助接收数据阵补投影算子对待测发送序列向量的零化作用,把信号盲检测问题转化为整数约束下的二次规划问题,提出了基于最优保存并行混合遗传算法的直接盲信号检测的方法。本文所用遗传算法的特点是:适应度函数是针对被检测序列直接构造的,编码空间与遗传空间一致,搜索是离散、有限的,最优保存策略保证算法每一步搜索能够保存最佳基因。仿真结果表明,该算法收敛速度快,性能稳定。 Focusing on the problerms existed in some blind equalization genetic algorithms that the fitness functions is too intricate, only equalize simple channels and search continuous space, this paper takes complementary projection operator of a received data matrix as annihilator of a transmitted sequence vector to be detected , and then formulates the blind detection problem into a quadratic optimization with integral constraints. A novel direct blind signal detection based on a parallel hybrid genetic algorithm using optimal save strategy is proposed. The characteristic of this algorithm is that the fitness function is formatted with the transmitted sequences, the encodeing space is identical to the genetic space, and the searching space is discrete and finite, the optimal save strategy ensures that the algorithm can save the best gene by every searching steps. Simulations show that the algorithm achieves good astringency and satisfactory performance.
出处 《西安邮电学院学报》 2007年第1期71-75,共5页 Journal of Xi'an Institute of Posts and Telecommunications
关键词 直接盲检测 盲辨识 最优保存 并行混合遗传算法 direct blind detection blind identification optimal ~ve strategy parallel hybrid genetic algorithm
  • 相关文献

参考文献11

  • 1L Tong, G Xu, and T Kailath. Blind Channel Identification and Equalization Using Second - order statistics: A Time- Domain Approach [ J ]. IEEE Trans Inform. Theory, 1994, 40(3) : 340- 349.
  • 2E Moulines, P Duhamel, J F Cardoso, and S Mayrargue. Subspace methods for the blind identification of multichannel FIR filters [J], IEEE Trans Signal Processing, 1995, 43(2) : 516- 525.
  • 3D Slock. Blind Fractionally- Spaced Equalization, Perfect- Reconstruction Filter Banks and Multichannel Linear Prediction [A]. Proc. 1994 IEEE ICASSP, 1994, Ⅳ : 585 - 588.
  • 4X H Li and H Fan, Linear Prediction Methods for Blind Fractionally Spaced Equalization, IEEE Trans Signal Processing[J]. 2000, 48(6) : 1667 - 1675.
  • 5Z Ding. Matrix Outer- Product Decomposition Method for Blind Multiple Channel Identification [J]. IEEE Trans on Signal Processing, 1997, 45 (12) : 3054 - 3061.
  • 6Z Ding and Y Li. Blind equalization and identification [M]. New York :Marcel Dekker, 2000.
  • 7G B Giannakis, Y B Hua, P Stoiea, L Tong. Signal Processing Advances in Wireless and Mobile Communications, Volume 1: Trends in Channel Estimation and Equalization [ M].北京:人民邮电出版社,2002.
  • 8Yen- Wei Chen; Narieda, S. ; Yamashita, K. Blind nonlinear system identification based on a constrained hybrid genetic algorithm. IEEE Transactions. June 2003. Volume 52, Issue 3, Page(s):898- 902.
  • 9S. Chent, Y. Wut and S. McLaughlinl . Genetic Algorithm Optimization for Blind Channel Identification with Higher Order Cumulant Fitting. IEEE Transactions on evolutionary computation, Nov. 1997.1(4) : 259 - 265.
  • 10Ying Tan; Jun Wang; Nonlinear blind source separation using higher order statistics and a genetic algorithm , IEEE Transactions Dee. 2001, Volume 5,:600- 612.

二级参考文献11

  • 1L Tong,G Xu,T Kailath.Blind channel identification and equaliztion using second-order statistics:a time-domain approach[J].IEEE Trans Inform.Theory,1994,40(3):340-349.
  • 2E Moulines,P Duhamel,J F Cardoso,S Mayrargue.Subspace methods for the blind indentification of multichannel FIR filters[J].IEEE Trans Signal Processing,1995,43(2):516-525.
  • 3D Slock.Blind fractionally-spaced equalization,perfect-reconstruction filter banks and multichannel linear prediction[A].Proc.1994 IEEE ICASSP[C].1994.4.585-588.
  • 4Z Ding.Matrix outer-product decomposition method for blind multiple channel identification[J].IEEE Trans on Signal Processing,1997,45(12):3054-3061.
  • 5G B Giannakis,C Tepedelenlioglu.Direct blind equalizers of mulitple FIR channel:a deterministic approach[J].IEEE Trans on Signal Processing,1999,47(1):62-74.
  • 6X H Li,H Fan.Linear prediction methods for blind fractionally spaced equalization[J].IEEE Trans Signal Processing,2000,48(6):1667-1675.
  • 7Z Ding,Y Li.Blind Equalization and Identification[M].New York:Marcel Dekker,2000.175-202.
  • 8Z Ding,Li Qiu.Blind MIMO channel identification from second order statistics using rank deficient channel convolution matrix[J].IEEE Trans Signal Processing,2003,51(2):535-544.
  • 9Y Y Ye.Approximating quadratic programming with bound and quadratic constraints[J].Math Program,1999.219-226.
  • 10Q Y Li,E W Bai,Y Y Ye.Channel equalization and ε-approximation algorithms[J].IEEE Trans Signal Processing,2001,49(11):2823-2831.

共引文献22

同被引文献14

  • 1王秀坤,赫然,张晓峰.一种改进的最优保存遗传算法[J].小型微型计算机系统,2005,26(5):833-835. 被引量:8
  • 2毕惟红,任红民,吴庆标.一种新的遗传算法最优保存策略[J].浙江大学学报(理学版),2006,33(1):32-35. 被引量:28
  • 3TONG L, XU G, KAILATH T. Blind channel identification and equalization using second-order statistics: A time-domain approzch. IEEE Transaction Information,1994,40(3): 340-349.
  • 4SHEN J Q, DING Z. Zero-forcing blind equalization based on subspace estimation for muhiuser-systems [J]. IEEE Transactions on Communication, 2001,49(2) :262-271.
  • 5DING Z. Matrix outer-product decomposition method for blind multiple channel identification [J]. IEEE Transactions on Signal Processing, 1997,45(12):3054-3061.
  • 6CHEN Y W, NARIEDA S,YAMASHITA K. Blind nonlinear system identification based on a constrained hybrid algorithm[J]. IEEE Transactions,2003,52(3) : 898-902.
  • 7CHEN S, WUT Y, MCLAUGHLINL S. Genetic algorithm optimization for blind channel identification with higher order cumulant fitting[J]. IEEE Transactions on Evolutionary Computation, 1997,1(4):259-265.
  • 8TAN Y, WANG J. Nonlinear blind source separation using higher order statistics and a genetic algorithm [J]. IEEE Transactions, 2001,5(6) :600-601.
  • 9GIANNAKIS G B, HUA Y B, STOICA P, et al. Signal processing advances in wireless and mobile communications. Volume 1: trends in channel estimation and equalization[M].北京:人民邮电出版社,2002.
  • 10HOLLAND J H. Adaptation in natural and artificial systems [M]. The University of Michigan Press, 1975.

引证文献2

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