DocumentCode :
2382004
Title :
Interactive trajectory generation using evolutionary programming for a partner robot
Author :
Kubota, Naoyuki ; Nojima, Yusuke ; Sulistijono, Indra Adji ; Kojima, Fumio
Author_Institution :
Dept. of Human & Artificial Intelligent Syst., Fukui Univ., Japan
fYear :
2003
fDate :
31 Oct.-2 Nov. 2003
Firstpage :
335
Lastpage :
340
Abstract :
This paper proposes an integrated method for generating a human-friendly trajectory. First of all, the robot detects the position of the facing human, and then, the robot generates the trajectory realizing a hand-to-hand behavior by using evolutionary programming. Basically, human evaluation is very important for generating robotic behavior, but the structure of human evaluation is not clear beforehand. Therefore, a fuzzy state-value function is used for estimating the structure of human evaluation. We apply a profit sharing plan using the human evaluation to update the fuzzy state-value function. Furthermore, we propose a temperature scheduling method of a Boltzmann selection dependent on the time-series of human evaluation in the interactive evolutionary programming. Several experimental results show the proposed method can generate a human-friendly trajectory with few human evaluation times.
Keywords :
Boltzmann machines; evolutionary computation; human factors; interactive systems; learning (artificial intelligence); man-machine systems; mobile robots; path planning; position control; robot vision; Boltzmann selection; evolutionary programming; fuzzy state-value function; human evaluation structure; human-friendly trajectory; interactive evolutionary programming; interactive trajectory generation; partner robot; position detection; robotic behavior; temperature scheduling method; Genetic programming; Human robot interaction; Humanoid robots; Intelligent robots; Robot programming; Robot sensing systems; Robotics and automation; State estimation; Tactile sensors; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robot and Human Interactive Communication, 2003. Proceedings. ROMAN 2003. The 12th IEEE International Workshop on
Print_ISBN :
0-7803-8136-X
Type :
conf
DOI :
10.1109/ROMAN.2003.1251868
Filename :
1251868
Link To Document :
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