Title :
An Intervention-AUV learns how to perform an underwater valve turning
Author :
Carrera, Arnau ; Palomeras, Narcis ; Ribas, David ; Kormushev, Petar ; Carreras, Marc
Author_Institution :
Comput. Vision & Robot. Inst. (VICOROB), Univ. of Girona, Girona, Spain
Abstract :
Intervention autonomous underwater vehicles (I-AUVs) are a promising platform to perform intervention task in underwater environments, replacing current methods like remotely operate underwater vehicles (ROVs) and manned sub-mersibles that are more expensive. This article proposes a complete system including all the necessary elements to perform a valve turning task using an I-AUV. The knowledge of an operator to perform the task is transmitted to an I-AUV by a learning by demonstration (LbD) algorithm. The algorithm learns the trajectory of the vehicle and the end-effector to accomplish the valve turning. The method has shown its feasibility in a controlled environment repeating the learned task with different valves and configurations.
Keywords :
autonomous underwater vehicles; valves; I-AUV; LbD algorithm; ROV; intervention autonomous underwater vehicles; learning by demonstration algorithm; manned sub-mersibles; remotely operate underwater vehicles; underwater valve turning; Cameras; Hidden Markov models; Manipulators; Trajectory; Turning; Valves; Vehicles;
Conference_Titel :
OCEANS 2014 - TAIPEI
Conference_Location :
Taipei
Print_ISBN :
978-1-4799-3645-8
DOI :
10.1109/OCEANS-TAIPEI.2014.6964483