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Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation

In order to improve the localization accuracy of multi-robot systems, a cooperative localization approach with communication delays was proposed in this paper. In the proposed method, the reason for the time delay of the robots’ cooperative localization approach was analyzed first, and then the stat...

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Detalles Bibliográficos
Autores principales: Zhang, Shijie, Cao, Yi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767216/
https://www.ncbi.nlm.nih.gov/pubmed/31492018
http://dx.doi.org/10.3390/s19183842
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author Zhang, Shijie
Cao, Yi
author_facet Zhang, Shijie
Cao, Yi
author_sort Zhang, Shijie
collection PubMed
description In order to improve the localization accuracy of multi-robot systems, a cooperative localization approach with communication delays was proposed in this paper. In the proposed method, the reason for the time delay of the robots’ cooperative localization approach was analyzed first, and then the state equation and measure equation were reconstructed by introducing the communication delays into the states and measurements. Furthermore, the cooperative localization algorithm using the extended Kalman filtering technique based on state estimation error compensation was proposed to reduce the state estimation error of delay filtering. Finally, the simulation and experiment results demonstrated that the proposed algorithm can achieve good performance in location in the presence of communication delay while having reduced computational and communicative cost.
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spelling pubmed-67672162019-10-02 Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation Zhang, Shijie Cao, Yi Sensors (Basel) Article In order to improve the localization accuracy of multi-robot systems, a cooperative localization approach with communication delays was proposed in this paper. In the proposed method, the reason for the time delay of the robots’ cooperative localization approach was analyzed first, and then the state equation and measure equation were reconstructed by introducing the communication delays into the states and measurements. Furthermore, the cooperative localization algorithm using the extended Kalman filtering technique based on state estimation error compensation was proposed to reduce the state estimation error of delay filtering. Finally, the simulation and experiment results demonstrated that the proposed algorithm can achieve good performance in location in the presence of communication delay while having reduced computational and communicative cost. MDPI 2019-09-05 /pmc/articles/PMC6767216/ /pubmed/31492018 http://dx.doi.org/10.3390/s19183842 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Shijie
Cao, Yi
Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title_full Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title_fullStr Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title_full_unstemmed Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title_short Cooperative Localization Approach for Multi-Robot Systems Based on State Estimation Error Compensation
title_sort cooperative localization approach for multi-robot systems based on state estimation error compensation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767216/
https://www.ncbi.nlm.nih.gov/pubmed/31492018
http://dx.doi.org/10.3390/s19183842
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AT caoyi cooperativelocalizationapproachformultirobotsystemsbasedonstateestimationerrorcompensation