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A Distributed Sub-Gradient Optimal Scheduling Method Based on Primal Decomposition with Application to Multi-Area Interconnected Power Systems

  • Xi'an Jiaotong University
  • State Grid Ningxia Electric Power Eco-Tech Research Institute

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

In order to overcome the shortcoming that the dual distributed sub-gradient optimization methods need to construct a feasible solution, a novel distributed sub-gradient optimization method based on primal decomposition is proposed in this paper and used to solve the joint dynamic economic dispatch (JDED) problem of multi-area interconnected power systems (MAIPSs). Firstly, the centralized optimization model is established and decomposed into multiple independent local areas' optimization and a global coordinator's optimization by splitting area power grids and cross-area tie-lines. Moreover, the slack variables and corresponding penalties are introduced into the local optimization to ensure feasibility and optimality. Secondly, a distributed sub-gradient optimization method is proposed to solve the decomposed model, in which the sub-gradient is calculated by using the dual multipliers from local optimization. Furthermore, in order to get better convergence, the heuristic updating rules for step size and penalty factor are designed. Finally, the numerical tests are carried out on two interconnected systems of different scales, and results show that the proposed method can obtain a good feasible solution directly and has high computational efficiency.

Original languageEnglish
Title of host publication2021 IEEE 17th International Conference on Automation Science and Engineering, CASE 2021
PublisherIEEE Computer Society
Pages860-865
Number of pages6
ISBN (Electronic)9781665418737
DOIs
StatePublished - 23 Aug 2021
Event17th IEEE International Conference on Automation Science and Engineering, CASE 2021 - Lyon, France
Duration: 23 Aug 202127 Aug 2021

Publication series

NameIEEE International Conference on Automation Science and Engineering
Volume2021-August
ISSN (Print)2161-8070
ISSN (Electronic)2161-8089

Conference

Conference17th IEEE International Conference on Automation Science and Engineering, CASE 2021
Country/TerritoryFrance
CityLyon
Period23/08/2127/08/21

Keywords

  • Interconnected power grid
  • distributed optimization
  • dynamic economic dispatch
  • primal decomposition
  • sub-gradient

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