Multiagent System With Periodic and Event-Triggered Communications for Solving Distributed Resource Allocation Problem
This article mainly investigates how to reduce the communication cost in multiagent system (MAS) for distributed optimization. First, a continuous-time distributed optimization model based on MAS is proposed for resource allocation (RA) with periodic communication. All agents in the system do not ne...
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| Vydané v: | IEEE transactions on systems, man, and cybernetics. Systems Ročník 53; číslo 10; s. 1 - 12 |
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| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
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New York
IEEE
01.10.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 2168-2216, 2168-2232 |
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| Abstract | This article mainly investigates how to reduce the communication cost in multiagent system (MAS) for distributed optimization. First, a continuous-time distributed optimization model based on MAS is proposed for resource allocation (RA) with periodic communication. All agents in the system do not need to be in constant contact with their neighbors, but contact at set intervals. This will greatly reduce the communication consumption of the system. Second, to further reduce the communication cost, MAS with event-triggered communication is proposed based on periodic communication. It is proved that the system is convergent to an optimal solution of the investigated problem subject to bound and equality constraints. Finally, two examples with simulations are given to verify the performance of the proposed system. |
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| AbstractList | This article mainly investigates how to reduce the communication cost in multiagent system (MAS) for distributed optimization. First, a continuous-time distributed optimization model based on MAS is proposed for resource allocation (RA) with periodic communication. All agents in the system do not need to be in constant contact with their neighbors, but contact at set intervals. This will greatly reduce the communication consumption of the system. Second, to further reduce the communication cost, MAS with event-triggered communication is proposed based on periodic communication. It is proved that the system is convergent to an optimal solution of the investigated problem subject to bound and equality constraints. Finally, two examples with simulations are given to verify the performance of the proposed system. |
| Author | Liu, Qingshan Li, Kaixuan Zeng, Zhigang |
| Author_xml | – sequence: 1 givenname: Kaixuan orcidid: 0000-0002-4539-0335 surname: Li fullname: Li, Kaixuan organization: Information Materials and Intelligent Sensing Laboratory of Anhui Province, Anhui University, Hefei, China – sequence: 2 givenname: Qingshan orcidid: 0000-0001-7672-5129 surname: Liu fullname: Liu, Qingshan organization: Frontiers Science Center for Mobile Information Communication and Security, School of Mathematics, Southeast University, Nanjing, China – sequence: 3 givenname: Zhigang orcidid: 0000-0003-4587-3588 surname: Zeng fullname: Zeng, Zhigang organization: School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, China |
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| SubjectTerms | Constraint modelling Convergence Costs Distributed optimization event-triggered communication Linear programming Multi-agent systems multiagent system (MAS) Multiagent systems Optimization Optimization models Resource allocation resource allocation (RA) Resource management Technological innovation |
| Title | Multiagent System With Periodic and Event-Triggered Communications for Solving Distributed Resource Allocation Problem |
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