DocumentCode :
2526849
Title :
Active perception based on Hough transform and evolutionary computation using 3D range sensor
Author :
Hiwada, Eriko ; Masuta, Hiroyuki ; Kubota, Naoyuki
Author_Institution :
Dept. of Syst. Design, Tokyo Metropolitan Univ., Hino, Japan
fYear :
2010
fDate :
13-15 Sept. 2010
Firstpage :
240
Lastpage :
245
Abstract :
Recently, the need of service robots is increasing, and the performance of intelligent technology for perceiving objects and people should be improved. We focus on a service robot system for clearing a table as a human-friendly task. The task is composed of (1) target object detection, (2) the estimation of position and posture of the target objects, and (3) the clearing of the target object. Therefore, this paper proposes a method of estimating the position and posture of the target object based on Hough transform and steady-state genetic algorithm. Next, we define the perceptual index to evaluate the state of perception to specify the position and posture of target objects. Furthermore, we discuss the availability of the proposed perceptual index through preliminary experimental results.
Keywords :
Hough transforms; genetic algorithms; intelligent robots; object detection; sensors; service robots; visual perception; 3D range sensor; Hough transform; active perception; evolutionary computation; perceptual index; position estimation; service robots; steady-state genetic algorithm; target object detection; Indexes; Manipulators; Robot kinematics; Robot sensing systems; Service robots; Transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
RO-MAN, 2010 IEEE
Conference_Location :
Viareggio
ISSN :
1944-9445
Print_ISBN :
978-1-4244-7991-7
Type :
conf
DOI :
10.1109/ROMAN.2010.5598612
Filename :
5598612
Link To Document :
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