Adaptive filtering and smoothing algorithm based on variable structure interactive multiple model

被引:2
|
作者
Hu, Kai-Yu [1 ,2 ]
Wang, Jiaming [1 ]
Cheng, Yuqing [1 ]
Yang, Chunxia [1 ]
机构
[1] China Aerosp Sci & Ind Corp, Inst 304, Beijing 100074, Peoples R China
[2] China Aerosp Sci & Ind Corp, Ctr Appl Math, Beijing 100074, Peoples R China
来源
SCIENTIFIC REPORTS | 2023年 / 13卷 / 01期
关键词
PARTICLE FILTER; STATE; BATTERY;
D O I
10.1038/s41598-023-39075-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
For maneuvering target tracking, a novel adaptive variable structure interactive multiple model filtering and smoothing (AVSIMMFS) algorithm is proposed in this paper. Firstly, an accurate model of the variable structure interactive multiple model algorithm is established. Secondly, by constructing a new model subset based on the original model subsets, the matching accuracy between the model subset and the actual maneuvering mode of the target is improved. Then, the AVSIMMFS algorithm is obtained by smoothing the filtered data of the new model subset. Because of the combination of forward filtering and backward smoothing, the target tracking accuracy is further improved. Finally, in order to verify the effectiveness of the algorithm, the simulation is carried out on two cases. The simulation results show that the tracking performance of AVSIMMFS algorithm is better than other methods and has lower calculation cost.
引用
收藏
页数:15
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