Title :
Hardware implementation of ground classification for a walking robot
Author :
Walas, Krzysztof ; Schmidt, A. ; Kraft, Michael ; Fularz, Michal
Author_Institution :
Fac. of Electr. Eng., Poznan Univ. of Technol., Poznan, Poland
Abstract :
The mobile robot requires the knowledge about the ground type in front of it to efficiently negotiate diverse terrain types while working outdoors. This article presents the implementation of ground classification algorithms in a Field Programmable Gate Array structure. The terrain type classification is based on the signals acquired with force/torque sensor mounted on the walking robot foot. The hardware implementation allows for offloading of the resource demanding computations. The paper begins with a short presentation of the experimental setup. Then the classification algorithms are described. Finally the description of hardware implementation of the algorithms is given followed by the test results.
Keywords :
field programmable gate arrays; force sensors; mobile robots; path planning; pattern classification; signal detection; field programmable gate array structure; force sensor; ground classification algorithms; hardware implementation; mobile robot; terrain type classification; torque sensor; walking robot foot; Accuracy; Decision trees; Hardware; Legged locomotion; Robot sensing systems; Vectors;
Conference_Titel :
Robot Motion and Control (RoMoCo), 2013 9th Workshop on
Conference_Location :
Kuslin
Print_ISBN :
978-1-4673-5510-0
DOI :
10.1109/RoMoCo.2013.6614594