• Title/Summary/Keyword: Automatic Quality Inspection System

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Study on Correlation-based Feature Selection in an Automatic Quality Inspection System using Support Vector Machine (SVM) (SVM 기반 자동 품질검사 시스템에서 상관분석 기반 데이터 선정 연구)

  • Song, Donghwan;Oh, Yeong Gwang;Kim, Namhun
    • Journal of Korean Institute of Industrial Engineers
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    • v.42 no.6
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    • pp.370-376
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    • 2016
  • Manufacturing data analysis and its applications are getting a huge popularity in various industries. In spite of the fast advancement in the big data analysis technology, however, the manufacturing quality data monitored from the automated inspection system sometimes is not reliable enough due to the complex patterns of product quality. In this study, thus, we aim to define the level of trusty of an automated quality inspection system and improve the reliability of the quality inspection data. By correlation analysis and feature selection, this paper presents a method of improving the inspection accuracy and efficiency in an SVM-based automatic product quality inspection system using thermal image data in an auto part manufacturing case. The proposed method is implemented in the sealer dispensing process of the automobile manufacturing and verified by the analysis of the optimal feature selection from the quality analysis results.

Business Model Development for Automatic Quality Inspection System of Temporary Structure Elements

  • Go-eun CHOI;Seo-joon LEE;Kyu-hyup LEE;Jun-sung SEOL;Soonwook KWON
    • International conference on construction engineering and project management
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    • 2024.07a
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    • pp.1168-1176
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    • 2024
  • For reusable Temporary Structure Elements such as scaffolding and temporary supports, quality control tasks are currently carried out through visual inspections by quality management workers and subjective judgments. Regarding quality tests based on the KOSHA(Korea Occupational Safety & Health Agency) system, only three pieces are sampled regardless of the quantity received at the site. On the other hand, although there is ongoing technological research on an automatic quality inspection of temporary structure elements, relevant stakeholders' introduction of such systems is hindered by issues such as cost. Therefore, this study aims to review a business model for introducing a quantitative and automated quality inspection system for reusable temporary structure elements. The study intends to propose application methods for each component according to a template and establish the business model by conducting interviews and collecting basic data for each template component. The results of this research are expected to serve as a foundation for implementation and expanding the adoption of quality management for temporary structure elements using smart technologies in the future.

The Development of an Automatic Dynamic Inspection System of a Balance Shaft Module (밸런스 샤프트 모듈 자동 동적검사 시스템 개발)

  • Seong, Eun-Je;Kang, Dae-Gyu;Jeong, Chan-Yong;Han, Chang-Soo;Kim, Myung-Soo
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2007.11a
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    • pp.1231-1236
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    • 2007
  • Balance Shaft Module is module parts that is installed to vehicles engine to reduce noise and vibration of vehicles engine. Balance Shaft Module's performance exerts important influence on performance of engine. Therefore, must be able to warrant quality and performance of Balance Shaft Module. Existing product found and revised error at continuous process of production, and estimated failure mode in Balance Shaft Module. Previous method hard to secure product that performance is excellent, and bring a lot of damages economically. Therefore, development of inspectin system for quality inspection of parts and performance test of assembly is essential in Balance Shaft Module. In this study, represented development process of automatic dynamic inspection system to test performance and detect breakdown of Balance Shaft Module that is producing in Dongbo.

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Development of automatic inspection system of defects on inner surface of pneumatic cylinder-tubes by electronic endoscope (전자내시경을 활용한 공압실린더 튜브 내면의 결함 자동검사시스템 개발)

  • Lho, Tae-Jung;Koo, Bon-Joo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.6
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    • pp.3376-3382
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    • 2014
  • The system developed inspects automatically defects existing on an inner surface of anodically treated aluminum cylinder-tubes. This system consists of automatic inspection software, and electronic endoscope and a conveyor moving device. By applying the optimal brightness conditions to searching for various defects on the inner surface of cylinder tube, the recognition rate of major defects, such as scratch, oxide and weld line reached 99%. If the present visual inspection process is replaced with the automatic defects inspection system, the physical fatigue of the operator could be reduced and the productivity could be increased. The automatic inspection system developed could also improve the quality of the products.

Development of Real-Time Vision-Based Fabric Inspection System (비전 시스템을 이용한 실시간 섬유결점 검사기 개발)

  • 조지승;정병묵;박무진
    • Journal of the Korean Society for Precision Engineering
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    • v.20 no.9
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    • pp.92-99
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    • 2003
  • Quality inspection of textile products is an important problem for fabric manufacturers. This paper presents an automatic vision-based system for quality control of web textile fabrics. Typical web material is 1-3m wide and is driven with speeds ranging from 20m/min to 200m/min. At the present, the quality assessment procedures are performed manually by expert. But worker can not detect more than 60% of the present defect and inspect the fabric if moving faster than 30m/min. To increase the overall quality and homogeneity of textile, an automated visual inspection system is needed fur the productivity. However, the existing inspection system are too expensive to purchase for small companies. In this paper, the proposed PC based real-time inspection algorithm gives low cost textile inspection system, high detection rate with good accuracy and low rate of false alarms. The method shows good results in the detection of several types of fabric defects.

An Autonomous Operational Service System for Machine Vision-based Inspection towards Smart Factory of Manufacturing Multi-wire Harnesses

  • Seung Beom, Hong;Kyou Ho, Lee
    • Journal of information and communication convergence engineering
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    • v.20 no.4
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    • pp.317-325
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    • 2022
  • In this study, we propose a technological system designed to provide machine vision-based automatic inspection and autonomous operation services for an entire process related to product inspection in wire harness manufacturing. The smart factory paradigm is a valuable and necessary goal, small companies may encounter steep barriers to entry. Therefore, the best approach is to develop towards this approach gradually in stages starting with the relatively simple improvement to manufacturing processes, such as replacing manual quality assurance stages with machine vision-based inspection. In this study, we consider design issues of a system based on the proposed technology and describe an experimental implementation. In addition, we evaluated the implementation of the proposed technology. The test results show that the adoption of the proposed machine vision-based automatic inspection and operation service system for multi-wire harness production may be considered justified, and the effectiveness of the proposed technology was verified.

A New System Development for the Spectrum Inspection of Optical Filters (광필터의 스펙트럼 검사시스템 개발)

  • Kim, Seung-Chul;Kim, Gyung-Bum
    • Journal of the Korean Society for Precision Engineering
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    • v.23 no.2 s.179
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    • pp.57-64
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    • 2006
  • Optical filters in WDM are passive communication components used in case of transmitting and reflecting lights with specific wavelengths. In this paper, a novel mechanism for the automatic and optical alignment has been presented. It includes minimum axes not to be coupled each other. The automatic spectrum inspection system has been developed to improve the alignment time of reference optical ray, spectrum inspection time and inspection quality, simultaneously. It has been confirmed that the proposed spectrum inspection system is faster, more precise and more reliable than those based on the conventional handwork.

Implementation for Automatic Inspection System on Ventilating Electronic Device Based on Reliability Improvement (신뢰성 향상 기반의 송풍전자장치 자동검사 시스템 구현)

  • Do, Nam Soo;Ryu, Kwang Ryol
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.6
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    • pp.1155-1160
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    • 2017
  • This paper describes a system implementation for the automatic inspection on the ventilating electronic device based on the reliability improvement. To be enhancement, the inspection error is minimized by the automatic inspection system on the ventilating apparatuses against the manual inspecting system. The system consists of the control system, software structure and monitoring system to be scanning the inspection processing. The inspection system for reliability improvement is evaluated in Gage Repeatability and Reproducibility. The experimental results are improved about 2 times inspecting speed, measured error ${\pm}0.02V$, effectiveness of discriminating performance 15%, missing probability 17% and false alarm probability 12% respectively in comparing with the manual inspection based on the wind pressure sensor. The system will be also improved more by making database and product bar codes for the total quality control system to the effective reliability enhancement in the future.

System Implementation for Automatic Inspection of Wind Pressure Sensor Based on Reliability Improvement (신뢰성 향상 기반의 풍압센서 자동검사 시스템구현)

  • Do, Nam Soo;Ryu, Conan K.R.
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.05a
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    • pp.775-778
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    • 2017
  • This research describes system implementation for automatic inspection on wind pressure sensor production based on reliability improvement. The reliability is minimized by the automatic inspection system on the wind pressure sensor against the manual system. The system consists of the control system and monitoring system to be scanning the inspection processing. The inspection system for reliability is evaluated in Gage Repeatability and Reproducibility. The experimental results are improved about 2 times speed, measured error ${\pm}0.02V$, effectiveness 15%, missing probability 17% and false alarm 12% respectively. The system will be also improved by database and the product barcodes for the total quality control system based on the effective reliability in the future.

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Automatic detection system for surface defects of home appliances based on machine vision (머신비전 기반의 가전제품 표면결함 자동검출 시스템)

  • Lee, HyunJun;Jeong, HeeJa;Lee, JangGoon;Kim, NamHo
    • Smart Media Journal
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    • v.11 no.9
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    • pp.47-55
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    • 2022
  • Quality control in the smart factory manufacturing process is an important factor. Currently, quality inspection of home appliance manufacturing parts produced by the mold process is mostly performed with the naked eye of the operator, resulting in a high error rate of inspection. In order to improve the quality competition, an automatic defect detection system was designed and implemented. The proposed system acquires an image by photographing an object with a high-performance scan camera at a specific location, and reads defective products due to scratches, dents, and foreign substances according to the vision inspection algorithm. In this study, the depth-based branch decision algorithm (DBD) was developed to increase the recognition rate of defects due to scratches, and the accuracy was improved.