Title :
Temporal logic control for an autonomous quadrotor in a nondeterministic environment
Author :
Ulusoy, Alphan ; Marrazzo, Michael ; Oikonomopoulos, Konstantinos ; Hunter, R. ; Belta, Calin
Author_Institution :
Div. of Syst. Eng., Boston Univ., Boston, MA, USA
Abstract :
We present an experimental setup for automatic deployment of a quadrotor in an environment with known topology and nondeterministically changing properties. The missions are specified as rich, temporal logic statements about the satisfaction of the properties. The main objective is to be able to synthesize, test, and evaluate control policies for complex aerial missions. Our testbed consists of quadrotors, a motion capture system that provides precise and continuous position information of the quadrotor, projectors that can emulate dynamically changing environments, physical obstacles, and computers that control the quadrotor, the motion capture system, and the projectors. Our computational approach is hierarchical. At the bottom level, we partition the environment and construct an abstraction in the form of a finite transition system such that the quadrotor can execute its transitions by using low level feedback controllers. At the top level, we draw inspiration from LTL model checking and use a value iteration algorithm to determine an optimal control policy that guarantees the satisfaction of the specification under nondeterministically changing properties. We illustrate the approach for the particular case of a surveillance mission in a city-like environment.
Keywords :
autonomous aerial vehicles; control system synthesis; feedback; formal verification; iterative methods; motion control; optimal control; surveillance; temporal logic; topology; LTL model checking; automatic quadrotor deployment; autonomous quadrotor; city-like environment; complex aerial missions; computational approach; control policy evaluation; control policy synthesis; control policy testing; dynamically changing environments; finite transition system; iteration algorithm; low level feedback controllers; motion capture system; nondeterministic environment; optimal control policy; physical obstacles; surveillance mission; temporal logic control; temporal logic statements; topology; Automata; Computers; Position measurement; Rotors; Surveillance; Trajectory; Vehicles;
Conference_Titel :
Robotics and Automation (ICRA), 2013 IEEE International Conference on
Conference_Location :
Karlsruhe
Print_ISBN :
978-1-4673-5641-1
DOI :
10.1109/ICRA.2013.6630596