The Interacting Multiple Model Algorithm Based on Anti-Divergent RBUKF

Devoted to the problem of maneuvering target tracking under nonlinear observation, linear state and added noise, an interacting multiple model algorithm based on anti-divergent RBUKF (IMM-AD-RBUKF) is developed, which uses Rao-Blackwellised UKF (RBUKF) for filter and makes anti-divergent work. Simulation results show that this algorithm can improve the tracking precision and robustness of the multiple model algorithm at a low computation cost, and especially cope with the case of the model mismatching and the target's sudden maneuvering. It's a kind of engineering practical method suitable for high maneuvering target tracking.

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Publication Details

Published
2024-11-22
DOI
https://doi.org/10.1109/ifeea64237.2024.10878527
Primary Topic
Advanced Sensor and Control Systems
Type
article
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article

The Interacting Multiple Model Algorithm Based on Anti-Divergent RBUKF

Yuan Zhang, Zheng Zhong, Shubo Liu, Tao Li
Advanced Sensor and Control Systems
article

The Interacting Multiple Model Algorithm Based on Anti-Divergent RBUKF

Yuan Zhang, Zheng Zhong, Shubo Liu, Tao Li
article en

Abstract

Devoted to the problem of maneuvering target tracking under nonlinear observation, linear state and added noise, an interacting multiple model algorithm based on anti-divergent RBUKF (IMM-AD-RBUKF) is developed, which uses Rao-Blackwellised UKF (RBUKF) for filter and makes anti-divergent work. Simulation results show that this algorithm can improve the tracking precision and robustness of the multiple model algorithm at a low computation cost, and especially cope with the case of the model mismatching and the target's sudden maneuvering. It's a kind of engineering practical method suitable for high maneuvering target tracking.

Openalex Percentile: Top 66%
Advanced Sensor and Control Systems
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