DocumentCode
620499
Title
Bionic learning algorithm and its application on hexapod robot´s unknown environment exploration
Author
Yu Jianjun ; Zhou Lu ; Du Hongwei ; Wang Guanwei
Author_Institution
Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
fYear
2013
fDate
25-27 May 2013
Firstpage
4410
Lastpage
4415
Abstract
This paper apply operant conditioning automata to bionic behavior which used for hexapod robot at unknown environment exploration and construct an independent phototatic operant conditioning model used for hexapod robot. Aim at the problem of the overflow of probability and the sum of all probability not equal to one, the learning mechanism has been ameliorative and the improved learning mechanism also been proved that the sum of all probability influenced by it equal to 1.Result of the emulation experiment enunciate: According to the improved operant conditioning automata, The hexapod robot learn independent phototatic behavior and have capability of independent learning. This paper also apply learning algorithm to hexapod robot physical object. Result of independent phototatic experiment show that the hexapod robot which base on improved operant conditioning automata have independent phototatic ability.
Keywords
learning (artificial intelligence); learning automata; legged locomotion; probability; bionic behavior; bionic learning algorithm; hexapod robot unknown environment exploration; independent phototatic operant conditioning model; learning mechanism; operant conditioning automata; probability overflow problem; sum-of-all-probability; Abstracts; Control engineering; Educational institutions; Electronic mail; Learning automata; Robots; Bionic learning; Hexapod robot; Learning automata; Operant conditioning; Unknown environment exploration;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location
Guiyang
Print_ISBN
978-1-4673-5533-9
Type
conf
DOI
10.1109/CCDC.2013.6561728
Filename
6561728
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