期刊文献+

一种模糊算法及其在多假设多目标跟踪中的应用 被引量:2

Fuzzy algorithm and its application to MHT multitarget tracking
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摘要 研究了基于模糊交互式多模型算法解决多假设多目标跟踪中的新目标数据相关问题。使用模糊交互式多模型算法处理新目标的数据相关问题,能够提高跟踪精度、时间效率。用隶属度表示每个模型与所跟踪新目标的隶属关系,根据隶属度选择最佳的模型对新目标进行跟踪。仿真结果表明,该方法不仅能够处理新目标的数据相关,同时又能够提高算法的时间效率。 In this paper,a fuzzy interacting multiple model is developed to solve data association problem of a new target of MHT multitarget tracking.A fuzzy IMM is introduced to deal with the data association problem of a new target.This can improve the track precision and the time efficiency of the algorithm.The degree of membership is adopted to express membership relation between every model and a new target,an optimal model to tract new target is picked out by the degree of membership.The simulation results indicate that the measure can improve the time efficiency of algorithm.
出处 《计算机工程与应用》 CSCD 北大核心 2008年第10期224-226,240,共4页 Computer Engineering and Applications
基金 国家自然科学基金(the National Natural Science Foundation of China under Grant No.60472060, No.60572034) 江苏省自然科学基金(the Natural Science Foundation of Jiangsu Province of China under Grant No.BK2004058, No.BK2006081) 教育部新世纪优秀人才计划项目(New Century Training Program Foundation for the Talents of Chinese Ministry of Education) 教育部科学技术研究项目(the Research Project of the Science and Technology of Chinese Ministry of Education No.105087) 图像处理与图像通信实验室开放基金项目(No.KJS03038)
关键词 多假设跟踪 交互多模型 数据关联 模糊系统 目标跟踪 Multiple Hypothesis Tracking(MHT) Interacting Multiple Model(IMM) data association fuzzy system target tracking
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参考文献14

  • 1Reid D B.An algorithm for tracking multiple targets[J].IEEE Trans Automatic Control, 1979,24( 6 ) : 843-854.
  • 2Morefield C L.Application of 0-1 integer programming to multitarget tracking problems[J].IEEE Transactions on Aerospace and Electronic Systems, 1977,22:302-311.
  • 3Singer R A,Sea R G,Housewright K B.Derivation and evaluation of improved tracking filter for use in dense multi-target environments[J].IEEE Trans Information Theory, 1974,20(7 ) : 423-432.
  • 4Bar-Shalom Y.Extension of the probabilistic data association filter in multi-target tracking[C]//Proceedings of the 5th Syrup on Nonlinear Estimation, 1974:16-21.
  • 5Santiago A F,Carlos A L,George V C.A fuzzy MHT algorithm applied to text-based information tracking[J].IEEE Transactions on Fuzzy Systems, 2002,10(3 ) : 360-374.
  • 6董志荣,申兰.综合指挥系统情报中心的主要算法——多目标密集环境下的航迹处理方法[M].国外舰船技术火控编辑部,1985.
  • 7Li Xiao-rong,Bar-shalom Y.Tracking in clutter with nearest neighbor filter:analysis and performance[J].IEEE Trans AES,1996,32(3): 995-1010.
  • 8Bar-shalom Y,Blackman T E.Tracking and data association[M]. New York :Academic Press, 1988.
  • 9李范鸣,刘士建,吴常泳.引入目标灰度信息的多假设跟踪方法[J].系统工程与电子技术,2006,28(8):1270-1273. 被引量:6
  • 10Blom H A P.An efficient filter for abruptly changing systems[C]// Proceedings of the 23rd IEEE Conference an Decision and Cantral,Las Vegas, 1984.

二级参考文献14

  • 1潘泉,张洪才,王培德,周宏仁.修正概率数据关联算法的研究[J].西北工业大学学报,1993,11(1):24-29. 被引量:4
  • 2潘泉,张洪才,向阳朝,王培德.组合式快速JPDA算法[J].航空学报,1994,15(5):558-563. 被引量:6
  • 3潘泉,向阳朝,张洪才.主导概率数据关联及算法[J].宇航学报,1995,16(3):48-52. 被引量:1
  • 4潘泉.自适应目标跟踪算法研究[M].西安:西北工业大学,1997..
  • 5潘泉,学位论文,1997年
  • 6Pan Quan,Proc 1st Asia Control Conf(ASCC),1994年,3期,455页
  • 7Li X R,IEEE Trans Aerosp Electron Syst,1993年,29卷,3期,755页
  • 8潘泉,西北工业大学学报,1993年,11卷,1期,211页
  • 9Zhou Hongren,学位论文,1984年
  • 10Li Xiaorong,Bar-shalom Y.Tracking in clutter with nearest neighbor filter:analysis and performance[J].IEEE Trans.AES,1996,32(3):995-1010.

共引文献29

同被引文献22

  • 1林长川,孙腾达,洪爰助,黄丽卿,东昉.雷达与AIS目标航迹模糊关联算法与仿真[J].系统仿真学报,2006,18(z2):903-905. 被引量:14
  • 2叶西宁,潘泉,陈鸣,于昕,张洪才.密集回波环境下多目标跟踪的一种新算法[J].西北工业大学学报,2004,22(3):388-391. 被引量:5
  • 3郑佳春,陈宗恒.基于模糊神经网络的AIS与雷达目标数据融合[J].集美大学学报(自然科学版),2005,10(3):216-220. 被引量:5
  • 4Li W,Leung H,Zhou Y.Space-time registration of radar and ESM using unscented kalman filter[J].IEEE Trans on Aerospace and Electronic Systems, 200d, 40(3 ) : 824-836.
  • 5Challa S,Pulford G W.Joint target tracking and classification using radar and ESM sensors[J].IEEE Trans on Aerospace and Electronic Systems, 2001,37 (3) : 1039-1055.
  • 6Wang G H,Mao S Y,He Y,et al.Triple-threshold radar-to-ESM correlation algorithm when each radar track is specified by different number of measurements[J].IEE Proc Radar,Sonar Navig,2000, 147(4) : 177-181.
  • 7李维远.VTS中雷达和AIS信息融合算法研究[D].大连:大连海事大学,2007.
  • 8Danu D,Sinha A,Kirubarajan T,et al.Fusion of over-the-horizon radar and automatic identification systems for overall maritime picture[C]//10th International Conference on Information Fusion, 2007 : 1-8.
  • 9Suo Ji-dong,Liu Xiao-ming.Fusion of radar and AIS data[C]//7th International Conference on Signal Processing,2004:2604-2607.
  • 10王国宏,何友.基于模糊综合和统计假设检验的雷达与ESM相关[J].系统工程与电子技术,1997,19(4):13-16. 被引量:8

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