...
首页> 外文期刊>Proceedings of the Institution of Mechanical Engineers >Improved multiple model target tracking algorithm based on particle filter
【24h】

Improved multiple model target tracking algorithm based on particle filter

机译:改进的基于粒子滤波的多模型目标跟踪算法

获取原文
获取原文并翻译 | 示例
   

获取外文期刊封面封底 >>

       

摘要

Due to the high computing complexity of interacting multiple model based on particle filter (IMM-PF), the improved multiple model particle filter tracking algorithm based on systematic resampling is proposed in combination with the requirement of air defense system for maneuvering target tracking model. Since the number of particles in this algorithm is not involved in model switch or interaction, this algorithm has reduced filter's algorithm complexity and improved the real-time performance of target tracking while maintaining the same accuracy with IMM-PF. Therefore, this algorithm is of high practical application value in modern air defense system.
机译:针对基于粒子滤波的多模型交互模型(IMM-PF)的高计算复杂性,结合防空系统对机动目标跟踪模型的需求,提出了一种改进的基于系统重采样的多模型粒子滤波跟踪算法。由于该算法中的粒子数量不参与模型切换或交互,因此该算法降低了滤波器的算法复杂度,并提高了目标跟踪的实时性能,同时保持了与IMM-PF相同的精度。因此,该算法在现代防空系统中具有较高的实际应用价值。

著录项

  • 来源
  • 作者单位

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

    Dept China Satellite Maritime Tracking & Controll, Jiangyin 214431, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Particle filter; target tracking; resampling; tracking model;

    机译:粒子滤波;目标跟踪;重采样;跟踪模型;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号