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Image Credit: Arxiv

Neural Network-assisted Interval Reachability for Systems with Control Barrier Function-Based Safe Controllers

  • Researchers propose a computationally efficient interval reachability method for performance verification of systems with optimization-based controllers.
  • The method involves approximating the optimization-based controller using a pre-trained neural network and leveraging state-of-the-art neural network verification algorithms.
  • The approach provides an over-approximation of the reachable set of the system with optimization-based controllers.
  • Numerical results are presented to support the technical findings.

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