JOURNAL ARTICLE

Distributed Algorithm Design for Resource Allocation Problems of High-Order Multiagent Systems

Zhenhua Deng

Year: 2020 Journal:   IEEE Transactions on Control of Network Systems Vol: 8 (1)Pages: 177-186   Publisher: Institute of Electrical and Electronics Engineers

Abstract

A distributed resource allocation problem of high-order systems is studied in this article, where the decisions of agents are constrained by network resources. In contrast to well-known resource allocation problems, this problem involves the high-order dynamics of agents, which results in the ineffectiveness of existing distributed resource allocation algorithms. In order to optimally allocate the network resource, a distributed algorithm is developed via state feedback and gradient descent. Moreover, the convergence of the algorithm is analyzed with the help of convex analysis and Lyapunov stability theory. By the algorithm, the high-order agents globally exponentially converge to the optimal solution. Finally, the algorithm is illustrated by numerical examples.

Keywords:
Resource allocation Computer science Distributed algorithm Convergence (economics) Mathematical optimization Multi-agent system Stability (learning theory) Resource management (computing) Resource (disambiguation) Distributed computing Algorithm Mathematics Artificial intelligence

Metrics

37
Cited By
2.54
FWCI (Field Weighted Citation Impact)
41
Refs
0.89
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Mathematical and Theoretical Epidemiology and Ecology Models
Health Sciences →  Medicine →  Public Health, Environmental and Occupational Health

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