Surface roughness inspection by computer vision in turning operations

被引:100
作者
Lee, BY [1 ]
Tarng, YS [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Engn Mech, Taipei 106, Taiwan
关键词
inspection; surface roughness; computer vision; polynomial networks;
D O I
10.1016/S0890-6955(01)00023-2
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The use of computer vision techniques to inspect surface roughness of a workpiece under a variation of turning operations has been reported in this paper. The surface image of the workpiece is first acquired using a digital camera and then the feature of the surface image is extracted. A polynomial network using a self-organizing adaptive modeling method is applied to constructing the relationships between the feature of the surface image and the actual surface roughness under a variation of turning operations. As a result, the surface roughness of the turned part can be predicted with reasonable accuracy if the image of the turned surface and turning conditions are given. (C) 2001 Published by Elsevier Science Ltd.
引用
收藏
页码:1251 / 1263
页数:13
相关论文
共 15 条
[1]   AN APPLICATION OF MACHINE VISION IN THE AUTOMATED INSPECTION OF ENGINEERING SURFACES [J].
ALKINDI, GA ;
BAUL, RM ;
GILL, KF .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1992, 30 (02) :241-253
[2]  
BARRON AR, 1984, SELF ORG METHODS MOD
[3]  
BOOTHROYD G, 1989, FUNDAMENTALS MACHINI, P197
[4]   TEXTURE ANALYSIS USING COMPUTER VISION [J].
DAMODARASAMY, S ;
RAMAN, S .
COMPUTERS IN INDUSTRY, 1991, 16 (01) :25-34
[5]  
Farlow S.J., 1984, Self-Organizing Methods in Modeling GMDH Type Algorithms
[6]   A POLYNOMIAL NETWORK FOR PREDICTING TEMPERATURE DISTRIBUTIONS [J].
FULCHER, GE ;
BROWN, DE .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (03) :372-379
[7]   SURFACE-ROUGHNESS DETECTION BY TOOL IMAGE-PROCESSING [J].
GALANTE, G ;
PIACENTINI, M ;
RUISI, VF .
WEAR, 1991, 148 (02) :211-220
[8]   SURFACE QUALITY ASSESSMENT USING COMPUTER VISION METHODS [J].
HOY, DEP ;
YU, F .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 1991, 28 (1-2) :265-274
[9]   POLYNOMIAL THEORY OF COMPLEX SYSTEMS [J].
IVAKHNENKO, AG .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1971, SMC1 (04) :364-+
[10]   Evaluation of surface roughness by vision system [J].
Kiran, MB ;
Ramamoorthy, B ;
Radhakrishnan, V .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 1998, 38 (5-6) :685-690