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  • 标题:Projected Alternating Direction Method of Multipliers for Hybrid Systems
  • 本地全文:下载
  • 作者:Chengang Feng ; Romain Bourdais
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:8423-8428
  • DOI:10.1016/j.ifacol.2017.08.1571
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIn large-scale control optimization problems, a decentralized control structure can offer great scalability and rapidity advantages over a centralized implantation. Alternating Direction Method of Multipliers (ADMM) is a decentralized optimization algorithm which has the important benefit of being quite general in its scope and applicability in continuous systems. In this paper, a new projected ADMM algorithm is defined and it can work in hybrid systems. The key point is to add a convexification and a projection process during each iteration of ADMM algorithm. We have applied it to a charging control problem of electric vehicles. Simulation results show that the proposed algorithm can converge to a similar result as a centralized control within a limited iteration time. Due to its availability, simplicity and scalability, the projected ADMM algorithm may be attractive in some practical engineering application.
  • 关键词:KeywordsProjected Alternating Direction Method of MultipliersControl design for hybrid systemsDecentralized controlLarge scale optimization problemsElectric vehicle
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