Improved multiple model target tracking algorithm based on particle filter

Author:

Chen Zhimin1,Qu Yuanxin1,Liu Bing1,Bo Yuming1,Fu Minhui1,Chen Jiahong1

Affiliation:

1. Department of China Satellite Maritime Tracking and Controlling, Jiangyin, China

Abstract

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.

Publisher

SAGE Publications

Subject

Mechanical Engineering,Aerospace Engineering

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Underwater Bearings-Only Multitarget Tracking Based on Modified PMHT in Dense-Cluttered Environment;IEEE Access;2019

2. Infrared measurement and composite tracking algorithm for air-breathing hypersonic vehicles;Journal of Electronic Imaging;2018-04-11

3. Infrared small target detection and tracking algorithm based on new closed-loop control particle filter;Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering;2018-01-30

4. Multi-sensor target tracking in the presence of clutter using game theory;Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering;2017-07-12

5. Intelligent particle filter based on bat algorithm;Acta Physica Sinica;2017

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