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Official PDF TranslationFrontiers of Information Technology & Electronic Engineering

Optimal federated fusion of multiple maneuvering targets based on multi-Bernoulli filters

Authors: Yu XUE; Xi'an FENG

DOI: 10.1631/FITEE_2400598Status: Verified Translated Edition
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Key Findings in This Report

• The proposed federated fusion algorithm combines multiple JMGM-MB filters in a hierarchical structure, achieving optimal fusion tracking of multiple maneuvering targets. • A master filter on the fusion node identifies the origins of state estimates and supplements missed detections, improving robustness and estimation accuracy. • The optimal fusion of IMM filters is rigorously derived using a covariance upper-bounding technique that eliminates correlations among filters. • Simulation results demonstrate that the proposed algorithm outperforms existing centralized and distributed fusion algorithms in linear and heterogeneous scenarios.
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