Distributed k-Winner-Take-All Network Under Weight-Unbalanced Topology
This brief investigates a distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>-winner-take-all <inline-formula> <tex-math notation="LaTeX">(k </tex-math></inline-formula>WTA) network that effectivel...
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Published in | IEEE transactions on circuits and systems. II, Express briefs Vol. 71; no. 2; pp. 717 - 721 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.02.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
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Abstract | This brief investigates a distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>-winner-take-all <inline-formula> <tex-math notation="LaTeX">(k </tex-math></inline-formula>WTA) network that effectively eliminates the lagging error problem. On this basis, a special case that the communication topology of robots is weight-unbalanced in the distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA problem is considered for the first time. Then a distributed weight-unbalanced <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA (DWU-<inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA) model is proposed with the aid of a consensus estimator. Theoretical analyses substantiate the usability and exponential convergence of the proposed DWU-<inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA model in encountering directed weight-unbalanced graphs. A simulation based on a multi-robot system further verifies the feasibility of the proposed model in dealing with dynamic task allocation problems. |
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AbstractList | This brief investigates a distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>-winner-take-all <inline-formula> <tex-math notation="LaTeX">(k </tex-math></inline-formula>WTA) network that effectively eliminates the lagging error problem. On this basis, a special case that the communication topology of robots is weight-unbalanced in the distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA problem is considered for the first time. Then a distributed weight-unbalanced <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA (DWU-<inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA) model is proposed with the aid of a consensus estimator. Theoretical analyses substantiate the usability and exponential convergence of the proposed DWU-<inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>WTA model in encountering directed weight-unbalanced graphs. A simulation based on a multi-robot system further verifies the feasibility of the proposed model in dealing with dynamic task allocation problems. This brief investigates a distributed [Formula Omitted]-winner-take-all [Formula Omitted]WTA) network that effectively eliminates the lagging error problem. On this basis, a special case that the communication topology of robots is weight-unbalanced in the distributed [Formula Omitted]WTA problem is considered for the first time. Then a distributed weight-unbalanced [Formula Omitted]WTA (DWU-[Formula Omitted]WTA) model is proposed with the aid of a consensus estimator. Theoretical analyses substantiate the usability and exponential convergence of the proposed DWU-[Formula Omitted]WTA model in encountering directed weight-unbalanced graphs. A simulation based on a multi-robot system further verifies the feasibility of the proposed model in dealing with dynamic task allocation problems. |
Author | Jin, Long Liang, Siqi |
Author_xml | – sequence: 1 givenname: Siqi orcidid: 0009-0008-8557-1537 surname: Liang fullname: Liang, Siqi email: liang_lzu@foxmail.com organization: School of Information Science and Engineering, Lanzhou University, Lanzhou, China – sequence: 2 givenname: Long surname: Jin fullname: Jin, Long email: jinlongsysu@foxmail.com organization: School of Information Science and Engineering, Lanzhou University, Lanzhou, China |
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Snippet | This brief investigates a distributed <inline-formula> <tex-math notation="LaTeX">k </tex-math></inline-formula>-winner-take-all <inline-formula> <tex-math... This brief investigates a distributed [Formula Omitted]-winner-take-all [Formula Omitted]WTA) network that effectively eliminates the lagging error problem. On... |
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SubjectTerms | Convergence distributed model Integrated circuit modeling k-winner-take-all (kWTA) Mathematical models multi-robot system Multiple robots Network topology Resource management task allocation Task analysis Topology weight-unbalanced topology |
Title | Distributed k-Winner-Take-All Network Under Weight-Unbalanced Topology |
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