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Steering Large Agent Populations using Mean-Field Schrodinger Bridges with Gaussian Mixture Models

  • The Mean-Field Schrodinger Bridge (MFSB) problem aims to find the minimum effort control policy for a swarm of cooperative agents.
  • New efficient parameterization is proposed to approximate MFSB solutions for Gaussian Mixture Model boundary distributions.
  • The proposed approach uses a mixture of elementary policies to solve a Gaussian-to-Gaussian Covariance Steering problem.
  • The method can handle probabilistic hard constraints and is applied to various numerical examples.

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