Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision

碩士 === 國立高雄應用科技大學 === 電機工程系博碩士班 === 102 === Quality inspection of components plays a critical role in industrial inspection. During the past decade, machine vision system has been widely used in manufacturing industry to replace the manual inspection such as process monitoring. A vision-based inspec...

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Main Authors: Ming-Chieh Cheng, 鄭明傑
Other Authors: Luke K. Wang
Format: Others
Language:en_US
Published: 2014
Online Access:http://ndltd.ncl.edu.tw/handle/55521118302292614583
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spelling ndltd-TW-102KUAS04420252016-03-11T04:13:00Z http://ndltd.ncl.edu.tw/handle/55521118302292614583 Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision 應用機器視覺於生產線之電阻即時檢測系統 Ming-Chieh Cheng 鄭明傑 碩士 國立高雄應用科技大學 電機工程系博碩士班 102 Quality inspection of components plays a critical role in industrial inspection. During the past decade, machine vision system has been widely used in manufacturing industry to replace the manual inspection such as process monitoring. A vision-based inspection system for carbon film resistors is proposed in this thesis. A series of image processing techniques are used to remove the background of an inspection image captured from CCD camera. Then, a method for finding the location of the edges of color codes and resistors is applied to inspection image for the convenience of feature extraction. In order to solve the problem of non-uniform illumination distribution of color codes, the interquartile range is introduced. Finally, the Euclidean distance is used to inspect the quality of resistors on the conveyor, namely the shape of the resistor and surface defects on the resistor. Experimental results show that the proposed system can detect the defects on the resistor effectively. Luke K. Wang 王冠智 2014 學位論文 ; thesis 73 en_US
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language en_US
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description 碩士 === 國立高雄應用科技大學 === 電機工程系博碩士班 === 102 === Quality inspection of components plays a critical role in industrial inspection. During the past decade, machine vision system has been widely used in manufacturing industry to replace the manual inspection such as process monitoring. A vision-based inspection system for carbon film resistors is proposed in this thesis. A series of image processing techniques are used to remove the background of an inspection image captured from CCD camera. Then, a method for finding the location of the edges of color codes and resistors is applied to inspection image for the convenience of feature extraction. In order to solve the problem of non-uniform illumination distribution of color codes, the interquartile range is introduced. Finally, the Euclidean distance is used to inspect the quality of resistors on the conveyor, namely the shape of the resistor and surface defects on the resistor. Experimental results show that the proposed system can detect the defects on the resistor effectively.
author2 Luke K. Wang
author_facet Luke K. Wang
Ming-Chieh Cheng
鄭明傑
author Ming-Chieh Cheng
鄭明傑
spellingShingle Ming-Chieh Cheng
鄭明傑
Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
author_sort Ming-Chieh Cheng
title Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
title_short Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
title_full Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
title_fullStr Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
title_full_unstemmed Implementation of Real-Time Inspection of Resistors on Conveyor Belt Using Machine Vision
title_sort implementation of real-time inspection of resistors on conveyor belt using machine vision
publishDate 2014
url http://ndltd.ncl.edu.tw/handle/55521118302292614583
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