4.6 Article

INTRINSIC LIPSCHITZ REGULARITY OF MEAN-FIELD OPTIMAL CONTROLS

Journal

SIAM JOURNAL ON CONTROL AND OPTIMIZATION
Volume 59, Issue 3, Pages 2011-2046

Publisher

SIAM PUBLICATIONS
DOI: 10.1137/20M1321474

Keywords

multi-agent systems; mean-field optimal control; regularity of minimizers; Wasser-stein calculus

Funding

  1. Padua University [SID 2018, BIRD 187147]
  2. Archimde Labex [ANR-11-LABX-0033]
  3. AMIDEX project - Investissements d'Avenir French Government program [ANR11-IDEX-0001-02]

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In this article, sufficient conditions for the Lipschitz regularity of the controlled vector fields solution of optimal control problems formulated on continuity equations are provided. The approach involves mean-field approximations and a careful extension of the existence result of locally optimal Lipschitz feedbacks.
In this article, we provide sufficient conditions under which the controlled vector fields solution of optimal control problems formulated on continuity equations are Lipschitz regular in space. Our approach involves a novel combination of mean-field approximations for infinite-dimensional multi-agent optimal control problems, along with a careful extension of an existence result of locally optimal Lipschitz feedbacks. The latter is based on the reformulation of a coercivity estimate in the language of Wasserstein calculus, which is used to obtain uniform Lipschitz bounds along sequences of approximations by empirical measures.

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