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Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs
Underwater vehicles’ coordination and formation have attracted increasing attention since they have great potential for real-world applications. However, such vehicles are usually under-actuated and with very limited communication capabilities. On the basis of the multibody system concept, a multipl...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7180628/ https://www.ncbi.nlm.nih.gov/pubmed/32235677 http://dx.doi.org/10.3390/s20071943 |
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author | Huang, Hai Tang, Qirong Zhang, Guocheng Zhang, Tiedong Wan, Lei Pang, Yongjie |
author_facet | Huang, Hai Tang, Qirong Zhang, Guocheng Zhang, Tiedong Wan, Lei Pang, Yongjie |
author_sort | Huang, Hai |
collection | PubMed |
description | Underwater vehicles’ coordination and formation have attracted increasing attention since they have great potential for real-world applications. However, such vehicles are usually under-actuated and with very limited communication capabilities. On the basis of the multibody system concept, a multiple autonomous underwater vehicle formation and communication link framework has been established with an adaptive and radial basis function (RBF) strategy. For acoustic communication, a packets transmission scheme with topology and protocol has been investigated on the basis of an acoustic communication framework and transmission model. Moreover, the cooperative localization errors caused by packet loss are estimated through reinforcement learning radial basis function neural networks. Furthermore, in order to realize formation cruising, an adaptive RBF formation scheme with magnitude reduced multi-layered potential energy functions has been designed on the basis of a time-delayed network framework. Finally, simulations and experiments have been extensively performed to validate the effectiveness of the proposed methods. |
format | Online Article Text |
id | pubmed-7180628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-71806282020-05-01 Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs Huang, Hai Tang, Qirong Zhang, Guocheng Zhang, Tiedong Wan, Lei Pang, Yongjie Sensors (Basel) Article Underwater vehicles’ coordination and formation have attracted increasing attention since they have great potential for real-world applications. However, such vehicles are usually under-actuated and with very limited communication capabilities. On the basis of the multibody system concept, a multiple autonomous underwater vehicle formation and communication link framework has been established with an adaptive and radial basis function (RBF) strategy. For acoustic communication, a packets transmission scheme with topology and protocol has been investigated on the basis of an acoustic communication framework and transmission model. Moreover, the cooperative localization errors caused by packet loss are estimated through reinforcement learning radial basis function neural networks. Furthermore, in order to realize formation cruising, an adaptive RBF formation scheme with magnitude reduced multi-layered potential energy functions has been designed on the basis of a time-delayed network framework. Finally, simulations and experiments have been extensively performed to validate the effectiveness of the proposed methods. MDPI 2020-03-30 /pmc/articles/PMC7180628/ /pubmed/32235677 http://dx.doi.org/10.3390/s20071943 Text en © 2020 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 Huang, Hai Tang, Qirong Zhang, Guocheng Zhang, Tiedong Wan, Lei Pang, Yongjie Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title | Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title_full | Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title_fullStr | Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title_full_unstemmed | Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title_short | Multibody System-Based Adaptive Formation Scheme for Multiple Under-Actuated AUVs |
title_sort | multibody system-based adaptive formation scheme for multiple under-actuated auvs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7180628/ https://www.ncbi.nlm.nih.gov/pubmed/32235677 http://dx.doi.org/10.3390/s20071943 |
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