期刊文献+

改进遗传粒子滤波在弹道重构中的应用

Application of Improved Genetic Particle Filter in Rebuilding the Trajectory
在线阅读 下载PDF
导出
摘要 为了有效地进行弹道重构,提出了将改进遗传算法应用于粒子滤波的重构方法。首先分析了弹道发射及量测过程,明确了主要误差源;然后根据选用的质点弹道模型,采用Matlab/SIMILINK进行了弹道建模,实现了对系统简单准确的描述;再次,提出采用改进的遗传粒子滤波方法进行弹道重构,估计弹道参数,在遗传操作中,为了不断产生适应值更大的个体,引入了混沌变异算子;最后进行了仿真计算,仿真结果表明,弹道重构结果精度较高,与实际模型更加接近。 In order to rebuilding the traiectory effectively, the improved genetic particle filter(IGPF) was raised to rebuilding the trajec tory. Firstly, based on analysing the proceeding of firing and detecting of the trajectory, the main error sources were finded out. Accordding to the particle ballistic, the SIMILINK of Matlab software was used to build the ballistic model, so the system can be described simply and accurately. Then the IGPF method was applied to rebuilding the trajectory, and the ballistic paramenters was estimated. In the genetic operation of IGPF, in order to generate unities that have large adaptive value, the mutation operator was introduced. Finally the simulation results showed that the results accuracy of trajector rebuilding was highly, and the rebuilding trajectory model and the real one became much closer.
作者 宋万成
出处 《舰船电子工程》 2012年第2期106-109,共4页 Ship Electronic Engineering
关键词 弹道重构 粒子滤波 遗传算法 混沌 rebuilding the trajector, particle filter, genetic algorithm, chaos
作者简介 宋万成.男,工程师,研究方向:弹药工程。
  • 相关文献

参考文献9

二级参考文献32

  • 1田力伟,黄建国.粒子滤波在机动目标纯方位跟踪中的应用[J].微电子学与计算机,2005,22(10):81-84. 被引量:6
  • 2邓小龙,谢剑英,郭为忠.Bayesian target tracking based on particle filter[J].Journal of Systems Engineering and Electronics,2005,16(3):545-549. 被引量:10
  • 3赵金强,龙飞,孙航.弹道修正弹综述[J].制导与引信,2005,26(4):16-19. 被引量:43
  • 4张金槐.飞行器试验精度分析方法述评[J].飞行器测控技术,1988,(3):1-7.
  • 5张金槐 唐雪梅.Bayes估计(修订版)[M].长沙:国防科技大学出版社,1993.1-8.
  • 6Merwe R. , Doucet A. , Freitas Nando de, Wan Eric. The unscented particle filter[R]. Cambridge University, engineering department: Technical report, CUED/FINFENG/TR 380, 2000
  • 7Chang Cheng, Ansari Rashid. Kernel particle filter for visual tracking[J]. IEEE Signal Processing Letters,2005, 12(3): 242-245
  • 8DJUNIC PM. , KOTECHA JH. JIANQUI ZHANG, et al. Particle faltering[J]. Signal Processing Magazine. IEEE, 2003,20 (9) : 19 - 38
  • 9Doucet A, Freitas N, Gordon N J. Sequential Monte Carlo Methods in Practice [M]. New York: Springer, 2001
  • 10David L Hall, Llinas J. Handbook ofmultisensor data fusion[M]. CRC Press LLC,2001.

共引文献157

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