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Closed Iterative Correction Algorithm for Multi-target Dynamic Tracking and Positioning

Published: 16 May 2023 Publication History

Abstract

Aiming at the instability and low accuracy of Generalized Motion Simultaneous Localization and Mapping (GEM-SLAM), a closed iterative update dynamic tracking and location algorithm based on Generalized Labeled Multi-Bernoulli (GLMB) filter is proposed. It consists of two closed iteration modules, which are established to realize the closed-form optimal solutions of sensor node motion correction and multi-target tracking and positioning respectively. The sensor node upon correction can provide more accurate targets measurement, and multi-target tracking and positioning module can obtain stable and accurate results by using this measurement. Experimental simulation verifies the algorithm of this paper, which reflects the excellent characteristics of our algorithm.

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    AIPR '22: Proceedings of the 2022 5th International Conference on Artificial Intelligence and Pattern Recognition
    September 2022
    1221 pages
    ISBN:9781450396899
    DOI:10.1145/3573942
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Publication History

    Published: 16 May 2023

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    Author Tags

    1. Gaussian mixture probability hypothesis density filter
    2. Generalized labeled multi-Bernoulli filter
    3. Multi-target
    4. Simultaneous localization and mapping

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    • Shaanxi Province Key Entrepreneurial Innovation Chains

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