Title :
Reallocations in teams of UAVs using dynamic programming and mixed initiative interactions
Author :
Pereira, Elói ; Sousa, João Borges
Author_Institution :
Air Force Acad., Portuguese Air Force, Sintra, Portugal
Abstract :
We discuss the problem of dynamic reallocation of vehicles among teams of Unmanned Air Vehicles (UAV) executing concurrently. Each team addresses a task that consists of a sequence of subtasks to be executed in an adversary environment, where the vehicles face the risk of becoming inoperative. Our approach consists on separating the problem into a planning procedure followed by an optimal control problem, which is solved using stochastic dynamic programming (DP). We consider mixed-initiative interactions, where human operators are able to tune parameters of the problem according to their experience. The main goal of execution control is to balance the performance of teams in order to increase the success of the overall mission.
Keywords :
aerospace robotics; dynamic programming; military vehicles; mobile robots; optimal control; path planning; remotely operated vehicles; stochastic programming; UAV teams; dynamic reallocation problem; mixed initiative interactions; optimal control problem; planning procedure; stochastic dynamic programming; unmanned air vehicles; Fuels; Markov processes; Mathematical model; Planning; Resource management; Vehicle dynamics; Vehicles;
Conference_Titel :
Autonomous and Intelligent Systems (AIS), 2010 International Conference on
Conference_Location :
Povoa de Varzim
Print_ISBN :
978-1-4244-7104-1
DOI :
10.1109/AIS.2010.5547022