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February 15, 2017IEEE Transactions on Robotics792 citations

Safety Barrier Certificates for Collisions-Free Multirobot Systems

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LWLi WangAAAaron D. AmesMEMagnus Egerstedt

Key Points

  • Develop scalable, provably collision-free safety controllers for multirobot systems by minimally altering nominal control inputs using safety barrier certificates.
  • Formulated safety constraints as real-time quadratic programs that minimally alter nominal controller inputs across both centralized and decentralized architectures.
  • Incorporated relaxed control barrier functions, hybrid braking controllers, and consistent perturbations to handle conservativeness, solution existence, and deadlocks.
  • Evaluated the algorithm experimentally using wheeled mobile robots driven by nominal controllers programmed intentionally to cause collisions.
  • Enabled decentralized collision-free navigation where individual robots maintain safety by considering only nearby neighbors.
  • Prevented all collisions during physical multirobot experiments despite nominal trajectories explicitly commanding intersecting paths.

Abstract

This paper presents safety barrier certificates that ensure scalable and provably collision-free behaviors in multirobot systems by modifying the nominal controllers to formally satisfy safety constraints. This is achieved by minimizing the difference between the actual and the nominal controllers subject to safety constraints. The resulting computation of the safety controllers is done through a quadratic programming problem that can be solved in real-time and in this paper, we describe a series of problems of increasing complexity. Starting with a centralized formulation, where the safety controller is computed across all agents simultaneously, we show how one can achieve a natural decentralization whereby individual robots only have to remain safe relative to nearby robots. Conservativeness and existence of solutions as well as deadlock-avoidance are then addressed using a mixture of relaxed control barrier functions, hybrid braking controllers, and consistent perturbations. The resulting control strategy is verified experimentally on a collection of wheeled mobile robots whose nominal controllers are explicitly designed to make the robots collide.

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Cite This Study

Wang et al. (2017) studied this question.

synapsesocial.com/papers/6a1573e9d64fa333899faf1bhttps://doi.org/10.1109/tro.2017.2659727
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