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Sensor Fusion of Gaussian Mixtures for Ballistic Target Tracking in the Re-Entry Phase
1School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China. klu@buaa.edu.cn.
This study introduces a new sensor fusion method for tracking ballistic targets, even with unknown ballistic coefficients. The proposed approach enhances tracking accuracy during re-entry by effectively fusing data from multiple filters.
Area of Science:
- Aerospace Engineering
- Signal Processing
- Control Systems
Background:
- Ballistic target tracking is crucial for defense applications.
- Accurate tracking of re-entry vehicles is challenging due to unknown ballistic coefficients.
- Existing methods may suffer from estimation inaccuracies.
Purpose of the Study:
- To develop an improved sensor fusion methodology for ballistic target tracking.
- To enhance estimation accuracy using a track-to-track fusion architecture.
- To address challenges posed by unknown ballistic coefficients.
Main Methods:
- Proposed a sensor fusion methodology based on the Gaussian mixtures model.
- Implemented a track-to-track fusion architecture.
- Utilized interacting multiple model filters for local track generation.
- Incorporated a method to remove duplicate information by considering first-order redundant information.
Main Results:
- The proposed algorithm significantly improves tracking accuracy.
- Demonstrated enhanced performance in ballistic target tracking simulations.
- Successfully handled targets with unknown ballistic coefficients.
Conclusions:
- The developed sensor fusion methodology is effective for ballistic target tracking.
- The track-to-track fusion architecture enhances estimation accuracy.
- The approach is particularly beneficial for re-entry phase applications.
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