A Dynamic Task Allocation Algorithm for Heterogeneous UUV Swarms.
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| Název: | A Dynamic Task Allocation Algorithm for Heterogeneous UUV Swarms. |
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| Autoři: | Wu, Xiaojun, Gao, Zhiyuan, Yuan, Sheng, Hu, Qiao, Dang, Zerui |
| Zdroj: | Sensors (14248220); Mar2022, Vol. 22 Issue 6, p2122, 18p |
| Témata: | UNDERWATER acoustic communication, COST functions, DYNAMICAL systems, ALGORITHMS |
| Abstrakt: | Aiming at the task allocation problem of heterogeneous unmanned underwater vehicle (UUV) swarms, this paper proposes a dynamic extended consensus-based bundle algorithm (DECBBA) based on consistency algorithm. Our algorithm considers the multi-UUV task allocation problem that each UUV can individually complete multiple tasks, constructs a "UUV-task" matching matrix and designs new marginal utility, reward and cost functions for the influence of time, path and UUV voyage. Furthermore, in view of the unfavorable factors that restrict the underwater acoustic communication range between UUVs in the real environment, our algorithm complete dynamic task allocation of UUV swarms with optimization in load balance indicator by the update of the UUV individual and the task completion status in the discrete time stage. The performance indicators (including global utility and task completion rate) of the dynamic task allocation algorithm in the scenario with communication constraints can be well close to the static algorithm in the ideal scenario without communication constraints. The simulation experiment results show that the algorithm proposed in this paper can quickly and efficiently obtain the dynamic and conflict-free task allocation assignment of UUV swarms with great performance. [ABSTRACT FROM AUTHOR] |
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| Databáze: | Complementary Index |
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| Header | DbId: edb DbLabel: Complementary Index An: 156096598 RelevancyScore: 922 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 921.82275390625 |
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| Items | – Name: Title Label: Title Group: Ti Data: A Dynamic Task Allocation Algorithm for Heterogeneous UUV Swarms. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Wu%2C+Xiaojun%22">Wu, Xiaojun</searchLink><br /><searchLink fieldCode="AR" term="%22Gao%2C+Zhiyuan%22">Gao, Zhiyuan</searchLink><br /><searchLink fieldCode="AR" term="%22Yuan%2C+Sheng%22">Yuan, Sheng</searchLink><br /><searchLink fieldCode="AR" term="%22Hu%2C+Qiao%22">Hu, Qiao</searchLink><br /><searchLink fieldCode="AR" term="%22Dang%2C+Zerui%22">Dang, Zerui</searchLink> – Name: TitleSource Label: Source Group: Src Data: Sensors (14248220); Mar2022, Vol. 22 Issue 6, p2122, 18p – Name: Subject Label: Subject Terms Group: Su Data: <searchLink fieldCode="DE" term="%22UNDERWATER+acoustic+communication%22">UNDERWATER acoustic communication</searchLink><br /><searchLink fieldCode="DE" term="%22COST+functions%22">COST functions</searchLink><br /><searchLink fieldCode="DE" term="%22DYNAMICAL+systems%22">DYNAMICAL systems</searchLink><br /><searchLink fieldCode="DE" term="%22ALGORITHMS%22">ALGORITHMS</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Aiming at the task allocation problem of heterogeneous unmanned underwater vehicle (UUV) swarms, this paper proposes a dynamic extended consensus-based bundle algorithm (DECBBA) based on consistency algorithm. Our algorithm considers the multi-UUV task allocation problem that each UUV can individually complete multiple tasks, constructs a "UUV-task" matching matrix and designs new marginal utility, reward and cost functions for the influence of time, path and UUV voyage. Furthermore, in view of the unfavorable factors that restrict the underwater acoustic communication range between UUVs in the real environment, our algorithm complete dynamic task allocation of UUV swarms with optimization in load balance indicator by the update of the UUV individual and the task completion status in the discrete time stage. The performance indicators (including global utility and task completion rate) of the dynamic task allocation algorithm in the scenario with communication constraints can be well close to the static algorithm in the ideal scenario without communication constraints. The simulation experiment results show that the algorithm proposed in this paper can quickly and efficiently obtain the dynamic and conflict-free task allocation assignment of UUV swarms with great performance. [ABSTRACT FROM AUTHOR] – Name: Abstract Label: Group: Ab Data: <i>Copyright of Sensors (14248220) is the property of MDPI and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/s22062122 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 18 StartPage: 2122 Subjects: – SubjectFull: UNDERWATER acoustic communication Type: general – SubjectFull: COST functions Type: general – SubjectFull: DYNAMICAL systems Type: general – SubjectFull: ALGORITHMS Type: general Titles: – TitleFull: A Dynamic Task Allocation Algorithm for Heterogeneous UUV Swarms. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Wu, Xiaojun – PersonEntity: Name: NameFull: Gao, Zhiyuan – PersonEntity: Name: NameFull: Yuan, Sheng – PersonEntity: Name: NameFull: Hu, Qiao – PersonEntity: Name: NameFull: Dang, Zerui IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 03 Text: Mar2022 Type: published Y: 2022 Identifiers: – Type: issn-print Value: 14248220 Numbering: – Type: volume Value: 22 – Type: issue Value: 6 Titles: – TitleFull: Sensors (14248220) Type: main |
| ResultId | 1 |
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