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
Link To Document :
بازگشت