• DocumentCode
    716123
  • Title

    Dynamics-driven adaptive abstraction for reactive high-level mission and motion planning

  • Author

    DeCastro, Jonathan A. ; Raman, Vasumathi ; Kress-Gazit, Hadas

  • Author_Institution
    Sibley Sch. of Mech. & Aerosp. Eng., Cornell Univ., Ithaca, NY, USA
  • fYear
    2015
  • fDate
    26-30 May 2015
  • Firstpage
    369
  • Lastpage
    376
  • Abstract
    We present a new framework for reactive synthesis that considers the dynamics of the robot when synthesizing correct-by-construction controllers for nonlinear systems. Many high-level synthesis approaches employ discrete abstractions to reason about the dynamics of the continuous system in a simplified manner. Often, these abstractions are expensive to compute. We circumvent the need to have detailed abstractions for nonlinear systems by proposing a framework for adapting abstractions based on partial solutions to the low-level controller synthesis problem. The contribution of this paper is a reactive synthesis algorithm that makes use of our adaptation procedure to update the high-level strategy each time the non-deterministic discrete abstraction is modified. We combine this with a verified low-level controller synthesis scheme capable of automatically synthesizing controllers for a wide class of nonlinear systems. This novel synthesis framework is demonstrated on a dynamical robot executing an autonomous inspection task.
  • Keywords
    adaptive control; continuous systems; control system synthesis; nonlinear control systems; path planning; robot dynamics; adaptation procedure; autonomous inspection task; continuous system; correct-by-construction controller synthesis; dynamics-driven adaptive abstraction; high-level synthesis approach; low-level controller synthesis; motion planning; nondeterministic discrete abstraction; nonlinear systems; reactive high-level mission planning; reactive synthesis algorithm; robot dynamics; Dynamics; Nonlinear dynamical systems; Planning; Robots; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation (ICRA), 2015 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • Type

    conf

  • DOI
    10.1109/ICRA.2015.7139025
  • Filename
    7139025