mlsanityData to 14 Oct 2026

Mean field type control with species dependent dynamics via structured tensor optimization

arXiv 2305.15292 ↗First posted 24 May 2023math.OC cs.SY eess.SYcited by 1

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Abstract (arXiv)

In this work we consider mean field type control problems with multiple species that have different dynamics. We formulate the discretized problem using a new type of entropy-regularized multimarginal optimal transport problems where the cost is a decomposable structured tensor. A novel algorithm for solving such problems is derived, using this structure and leveraging recent results in entropy-regularized optimal transport. The algorithm is then demonstrated on a numerical example in robot coordination problem for search and rescue, where three different types of robots are used to cover a given area at minimal cost.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 24 May 2023.

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