Title :
Real-time Obstacle Avoidance for Underactuated Autonomous Underwater Vehicles in Unknown Vortex Sea Flow by the MDP Approach
Author_Institution :
NTT Commun. Sci. Lab., NTT Corp., Kanagawa
Abstract :
A method for real-time collision avoidance for underactuated autonomous underwater vehicles (AUVs) in the sea environment with unknown obstacle configurations and unknown vortex sea flow is proposed. The proposed method is an application of the Markov-decision-process- (MDP) based motion planning method. It is essential to adopt the MDP-based method for managing both the kinematics and dynamics of an AUV affected by sea flow. The real-time obstacle avoidance needs replanning when a new obstacle is discovered so that the AUV can find a suitable path around concave obstacles; however, MDP-based re-planning calculations require high computational power and are hard to be used in real time. In addition, it is impossible to know the whole distribution of the changing sea flow velocity in real time. Therefore, MDP-based re-planning calculation during the mission is not efficient. As a solution, the proposed method combines a rough re-planning considering only the geometrical properties of obstacles with rough target path tracking considering the kinematical and dynamical property of the AUV. Because there is no guarantee that the AUV can track the target path with high accuracy, the AUV is controlled to avoid collisions with obstacles at the same time. The rough target path tracking and obstacle avoidance is done using the result of off-line MDP based motion planning. The performance of the proposed method is examined by simulation of an AUV cruising in a vortex sea flow
Keywords :
Markov processes; collision avoidance; marine systems; remotely operated vehicles; robot dynamics; robot kinematics; telerobotics; Markov-decision-process; motion planning method; obstacle configurations; real-time obstacle avoidance; robot dynamics; robot kinematics; underactuated autonomous underwater vehicles; vortex sea flow; Algorithm design and analysis; Kinematics; Mobile robots; Motion planning; Process planning; Real time systems; Target tracking; Underwater vehicles; Vehicle dynamics; Wheels; computational fluid dynamics; markov decision process; motion planning; non-holonomic mobile robot; unknown disturbance; value function;
Conference_Titel :
Intelligent Robots and Systems, 2006 IEEE/RSJ International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0258-1
Electronic_ISBN :
1-4244-0259-X
DOI :
10.1109/IROS.2006.282239