Founded in 1971 >
Chinese Sci-tech Core Periodicals >
British Science Abstracts (SA, INSPEC) Indexed Journals >
United States, Cambridge Scientific Abstract: Technology (CSA: T) Indexed Journals >
United States, Ulrich's Periodicals Directory(UPD)Indexed Journals >
United States, Cambridge Scientific Abstract: Natural Science (CSA: NS) Indexed Journals >
Poland ,Index of Copernicus(IC) Indexed Journals >
International Standard Serial Number:
ISSN 1001-4551
Sponsor:
Zhejiang University;
Zhejiang Machinery and Electrical Group
Edited by:
Editorial of Journal of Mechanical & Electrical Engineering
Chief Editor:
ZHAO Qun
Vice Chief Editor:
TANG ren-zhong,
LUO Xiang-yang
Tel:
86-571-87041360,87239525
Fax:
86-571-87239571
Add:
No.9 Gaoguannong,Daxue Road,Hangzhou,China
P.C:
310009
E-mail:
meem_contribute@163.com
CHEN Liting, NIE Xiaogen
(School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou 350108, China)
Abstract: Aiming at the difficulty of classifying and extracting threedimensional pose of multiclass stacked workpieces, experimental study on the robot recognition, three dimensional location and automatic grabbing of randomly placed of regular objects were carried out. A visual algorithm based on MLP classifier was used to realize workpieces recognition, and a perspective deformable template matching algorithm based on recognition result was used to separate the stacked workpieces from the background, the threedimensional pose estimation was further completed by combining stereo matching, depth calculation and coordinate transformation in binocular vision, based on the above research the software were carried out under the environment of Halcon and Visual Studio. Experiments to realize the pose extraction and grabbing of rectangular and cylindrical objects were carried out using the platform. The experimental results show that the system has good classification effect and high recognition and positioning accuracy, and can meet the realtime online grasping requirements.
Key words: multiclass stacked workpieces; threedimensional pose; binocular vision; MLP; Halcon