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多传感器数据融合中的多目标静态数据关联 被引量:3

Multitarget Static Data Association in Multisensor Data Fusion
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摘要 本文研究了无杂波和漏检的情况下三种不同类型、不同位置的传感器对数目未知的目标进行检测时的静态数据关联问题.这一问题可以通过对测量划分的联合似然函数的极大化来解决,通常可将其转化为三维匹配问题,但其求解的复杂度是NP的.本文提出了一种基于遗传算法的优化算法,来解决三维匹配问题,实验结果表明这种算法具有很高的关联成功率. This paper deals with the static problem of associating measurements from three spatially distributed heterogeneous sensor without clutter and missed detections. This problem can be solved by maximizing the joint likelihood function of be measurement partion. Usu-ally, the data association problem may be led to a generalization of the three dimensional as-signment problem, which is known to be NP-hard. An optimazation algorithm based on ge-netic algorithm for solving 3D assignment problem is presented in the paper. Finally, higher correct association percent is illustrated by the experiment results.
出处 《系统工程与电子技术》 EI CSCD 1997年第8期13-16,33,共5页 Systems Engineering and Electronics
关键词 多传感器 多目标跟踪 数据相关 匹配 算法 Multisensor, Multitarget, Static data association, Measurement partion, 3D assignment,Genetic algorithm.
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  • 1刘隆和,翟龙军,曲力.双模复合寻的导引头数据融合算法[J].海军航空工程学院学报,2003,18(1):101-104. 被引量:4
  • 2徐产兴.雷达目标识别技术及其新进展[J].雷达与对抗,1994,15(2):1-9. 被引量:10
  • 3孙红岩,毛士艺.多传感器目标识别的数据融合[J].电子学报,1995,23(10):188-193. 被引量:26
  • 4孙红岩,毛士艺,林品兴.多传感器数据分层融合的性质[J].电子学报,1996,24(6):55-61. 被引量:29
  • 5Feng. L. , et al. Multisensor data fusion based on genetic algorithm[J]. SPIE Trans. on Electronic Imaging and Multimedia System, 1996(5): 43 -48.
  • 6S. Deb, K. R. Pattipati and Y. Bar-Shalom. Assignment algorithms for the passive sensor data association problem[C]. Proc. of SPIE Conference, Orlando, FL, 1989, (1096): 231 - 243.
  • 7Y. Bar-Shalom and T. E. Fortmann. Tracking and data association[M]. Academic Press, N.Y, 1998.
  • 8Feng. L., et al. Multisensor data fusion based on genetic algorithm[J]. SPIE Trans. on Electronic Imaging and Multimedia System, 1996: 43-48.
  • 9Y. Bar-Shalom, Ed. Norwood. Multisensor-multitarget Tracking: Advances and Applications[M]. MA: Artech Houses, 1990.
  • 10K. R. Pattipati, S. Deb and R. B. Washbum. A comparison of assignment algorithms for the passive sensor correlation problem[C]. Proc. of the IEEE International Control and Applications, Jerusalem, Israel, 1989.

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