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Distributed Optimal Consensus Over Resource Allocation Network and Its Application to Dynamical Economic Dispatch.

Authors :
Li, Chaojie
Yu, Xinghuo
Huang, Tingwen
He, Xing
Source :
IEEE Transactions on Neural Networks & Learning Systems. Jun2018, Vol. 29 Issue 6, p2407-2418. 12p.
Publication Year :
2018

Abstract

The resource allocation problem is studied and reformulated by a distributed interior point method via a $\theta$ -logarithmic barrier. By the facilitation of the graph Laplacian, a fully distributed continuous-time multiagent system is developed for solving the problem. Specifically, to avoid high singularity of the $\theta$ -logarithmic barrier at boundary, an adaptive parameter switching strategy is introduced into this dynamical multiagent system. The convergence rate of the distributed algorithm is obtained. Moreover, a novel distributed primal–dual dynamical multiagent system is designed in a smart grid scenario to seek the saddle point of dynamical economic dispatch, which coincides with the optimal solution. The dual decomposition technique is applied to transform the optimization problem into easily solvable resource allocation subproblems with local inequality constraints. The good performance of the new dynamical systems is, respectively, verified by a numerical example and the IEEE six-bus test system-based simulations. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
2162237X
Volume :
29
Issue :
6
Database :
Academic Search Index
Journal :
IEEE Transactions on Neural Networks & Learning Systems
Publication Type :
Periodical
Accession number :
129655401
Full Text :
https://doi.org/10.1109/TNNLS.2017.2691760