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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6767216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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