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Symmetry-Based Abstraction Algorithm for Accelerating Symbolic Control Synthesis

  • Hussein Sibai,
  • Sacha Huriot,
  • Tyler Martin,
  • Murat Arcak

摘要

We propose an efficient symbolic control synthesis algorithm for equivariant continuous-time dynamical systems to satisfy reach-avoid specifications. The algorithm exploits dynamical symmetries to construct lean abstractions to avoid redundant computations during synthesis. Our proposed algorithm adds another layer of abstraction over the common grid-based discrete abstraction before solving the synthesis problem. It combines each set of grid cells that are at a similar relative position from the targets and nearby obstacles, defined by the symmetries, into a single abstract state. It uses this layer of abstraction to guide the order by which actions are explored during synthesis over the grid-based abstraction. We demonstrate the potential of our algorithm by synthesizing a reach-avoid controller for a 3-dimensional ship model with translation and rotation symmetries in the special Euclidean group SE(2) (Code is available at: https://github.com/HusseinSibai/symmetric_control_synthesis/tree/public ).