Projected Alternating Direction Method of Multipliers for Hybrid Systems - CentraleSupélec
Communication Dans Un Congrès Année : 2017

Projected Alternating Direction Method of Multipliers for Hybrid Systems

Résumé

In 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.
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Dates et versions

hal-01589791 , version 1 (19-09-2017)

Identifiants

  • HAL Id : hal-01589791 , version 1

Citer

Chengang Feng, Romain Bourdais. Projected Alternating Direction Method of Multipliers for Hybrid Systems. IFAC World Congress, Jul 2017, Toulouse, France. pp.8753-8758. ⟨hal-01589791⟩
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