期刊文献+

用于杂波抑制滤波器优化设计的混合遗传算法及其收敛性分析 被引量:5

Hybrid Genetic Algorithm for Optimal Design of Clutter Rejection Filter and Its Astringency Analysis
下载PDF
导出
摘要 参差时变动目标显示 (MTI)滤波器是在强运动杂波背景下检测弱目标和缓解盲速问题的一种有效方法 .选择适当参差码使参差时变MTI滤波器的第一零点尽可能浅 ,可在有效抑制杂波的同时避免陷入其中的弱目标丢失 .本文采用了结合梯度的混合遗传算法 (HGA)选择最优参差码 ,与标准遗传算法 (SGA)相比 ,该算法只需要很小的种群规模 .采用马尔可夫链方法证明了HGA是以概率 1收敛的全局随机搜索算法 .将该算法应用于米波雷达中 ,性能分析和仿真实验表明 。 The optimal stagger time-variant MTI filter is an effective method to detect weak target in strong moving clutter and alleviate the blind speed problem. Selecting the suitable stagger-code to make the nadir as low as possible can efficiently suppress clutter while avoiding the loss of the weak target in it. The paper presents a hybrid genetic algorithm (HGA) based on gradient to select the optimal stagger-code. A further result on the Markov chain model of HGA shows that it is a global stochastic searching method and can converge with probability one. Compared with standard genetic algorithm (SGA), HGA has low complexity and requires small population size. We apply it in the area of metric-wave radar. The simulation experiments and performance demonstrate that the design method of clutter resistance filter based on HGA is feasible and valid.
出处 《电子学报》 EI CAS CSCD 北大核心 2004年第12期2086-2089,共4页 Acta Electronica Sinica
基金 高等学校博士学科点专项科研基金 武器装备预研基金 (No .51 4 0 70 30 1 0 1DZ0 1 2 0 )
关键词 混合遗传算法 杂波抑制 弱目标检测 类似梯度 参差码 第一零点 Binary codes Computer simulation Digital filters Genetic algorithms Interference suppression Markov processes Mathematical models Optimization Probability Radar clutter
  • 相关文献

参考文献8

  • 1Ramon Ntizberg.Radar signal processing and adaptive systems[M].Boston&London:Artech House,1999.155-206.
  • 2J H Holland.Adaptation in natural and artificial systems[M].Ann Arbor,MI:Univ.MichiEAn Press,1975.20-45.
  • 3D E Goldberg.Evolutionary algorithms in search,optimization,and machine Learning[M].MA:Addison-Wesly,1989.31-45.
  • 4FAN L Y,et al.Wiener filtering and LMS algorithm of periodic nonuniformly sampled stochastic sequence[J].IEE Electronics Letters,1995,31(20):1729-1731.
  • 5Weng Z Y.Optimal design of clutter rejection filter for MTI system[A].Radar,CIE International Conference on,Proceedings[C].Beijing:CIE,Oct,2001.475-478.
  • 6Haykin Simon.Adaptive filter theory fourth edition[M].Beijing:Publishing House of Electronics Industry,2002.94-135,807-832.
  • 7PHAM D T,JIN G.Genetic algorithm using gradient-like reproduction operator[J].IEE Electronics Letters,1995,31(18):1558-1559.
  • 8PHAM D T,JIN G.A genetic algorithm for function optimization[R].Internal Report(2nd Ed.),UK:University of Wales Cardiff:Intelligent Systems Laboratory,1995.

共引文献2

同被引文献37

  • 1陶海红,于江,王洪洋,廖桂生.基于IGA-ML的星载天线抗干扰技术[J].中国科学(E辑),2005,35(2):124-134. 被引量:4
  • 2吴洹,张守宏.时变级联滤波器的两种设计方法[J].电子科学学刊,1994,16(3):267-274. 被引量:2
  • 3汪莉君,陶海红,罗丰,吴顺君.一种新的基于遗传算法的滑动参差MTI滤波器设计[J].电波科学学报,2005,20(4):517-521. 被引量:6
  • 4陶海红,廖桂生,汪莉君.多杂波背景下用于低速弱目标检测的滤波器优化设计[J].电子与信息学报,2005,27(10):1580-1584. 被引量:4
  • 5Gamham John, Wainwright Ross,Bums Rich. Enabling research and development for flight demonstration of sparse aperture sensing [ A ]. AIAA Space 2001-Conference and Exposition [C] .Albuquerque,New Mexico:AIAA,2001.1 - 10.
  • 6Merrill I Skolnik. Radar Handbook Second Edition[ M].王军,林强,米慈中,等译.北京:电子工业出版社.395-399.
  • 7Yang Yang, Rick S Blum. Minimax robust MIMO radar waveform design[ J]. IEEE Journal of Selected Topics in Signal Processing,2007,1(1) : 147 - 155.
  • 8Jian Li,Luzhou Xu, Petre Stoica, Keith W Forsythe,Daniel W. Bliss range compression and waveform optimization for MIMO radar:a CramerRao bound based study[ J]. IEEE Transactions on Signal Processing, 2008,56( 1 ) : 218 - 232.
  • 9Holland J H. Adaptation in Natural and Artificial Systems[ M]. Ann Arbor, MI: Univ, MichiEAn Press, 1975.20 - 25.
  • 10Pham D T, G Jin. Genetic algorithrn using gradient-like reproduction operator [ J ]. IEEEE Electronics letters, 1995, 31 ( 18 ): 1558- 1559.

引证文献5

二级引证文献11

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