• 제목/요약/키워드: defect management process

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A Synthetic Chart to Monitor The Defect Rate for High-Yield Processes

  • Kusukawa, Etsuko;Ohta, Hiroshi
    • Industrial Engineering and Management Systems
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    • 제4권2호
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    • pp.158-164
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    • 2005
  • Kusukawa and Ohta presented the $CS_{CQ-r}$ chart to monitor the process defect $rate{\lambda}$ in high-yield processes that is derived from the count of defects. The $CS_{CQ-r}$ chart is more sensitive to $monitor{\lambda}$ than the CQ (Cumulative Quantity) chart proposed by Chan et al.. As a more superior chart in high-yield processes, we propose a Synthetic chart that is the integration of the CQ_-r chart and the $CS_{CQ-r}$chart. The quality characteristic of both charts is the number of units y required to observe r $({\geq}2)$ defects. It is assumed that this quantity is an Erlang random variable from the property that the quality characteristic of the CQ chart follows the exponential distribution. In use of the proposed Synthetic chart, the process is initially judged as either in-control or out-of-control by using the $CS_{CQ-r}$chart. If the process was not judged as in-control by the $CS_{CQ-r}$chart, the process is successively judged by using the $CQ_{-r}$chart to confirm the judgment of the $CS_{CQ-r}$chart. Through comparisons of ARL (Average Run Length), the proposed Synthetic chart is more superior to monitor the process defect rate in high-yield processes to the stand-alone $CS_{CQ-r}$ chart.

CMMI 기반의 결함 분석 및 통제 시스템 개발 (Development of a defect analysis and control system based on CMMI)

  • 조성민;한혁수
    • 인터넷정보학회논문지
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    • 제8권2호
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    • pp.15-22
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    • 2007
  • 결함을 초기 단계에 발견하여 제거함으로써 품질이 좋은 소프트웨어를 만들 수 있다 이를 위해 결함을 효과적으로 추적하고 관리하는 결함 추적 시스템(Defect Trucking System)의 도입이 필요하다. 기존의 결함 추적 시스템은 한꺼번에 많은 종류의 데이터를 모음으로써 이를 도입한 조직에서 수많은 데이터를 왜 모아야 하는지에 대해 인식이 부족하고 결함 관리프로세스 없이 도구만 적용함으로써 결함 추적 시스템 도입에 어려움을 겪고 있다. 또한 CMMI 성숙도 수준 2, 3에서는 결함 관리 활동을 수행하는 프로세스 영역이 없기 때문에 CMMI 성숙도 수준 2, 3에 해당하는 조직이 결함 추적 시스템을 도입하는데 문제가 되고 있다. 이에 본 논문에서는 CMMI 기반의 조직이 기존의 결함 추적 시스템을 도입하였을 때 생기는 문제점을 해결하고 CMMI 각 성숙도마다 어떤 결함 데이터를 모아야 하는지, 어떻게 결함 관리를 해야 하는지에 대한 가이드라인을 제공하고자 한다. 그리고 검토 및 테스팅을 통해 도출된 결함 데이터에 대하여 각 담당자 별로 업무를 할당, 추적할 수 있게 하며, 결함에 관한 각종 상태정보와 통계 정보 등을 제공하는 결함 분석 및 통제 시스템을 개발하고자 한다.

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공동주택에서 하자관리 실태조사를 통한 공동주택 하자 유형 및 원인 분석 (A Study on the Cases and Factors of Defect Management in Apartment Housing)

  • 강상훈;박재우;손성근;박현정
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2019년도 추계 학술논문 발표대회
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    • pp.187-188
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    • 2019
  • The supply of apartments has continuously increased, and the housing supply rate has exceeded 100 percent and the demands and standards of tenants have also been raised as technology has developed. This has led to the conflict and caused social and economic losses. In this study, the case investigation and research methods of the prior research are analyzed as the basis for identifying the defects cases of causes and influences occurring in the apartment building. To analyze various studies, we divided the prior research into the defect management process and the study on the type of defects and countermeasures, and investigated the features and limitations. Future research will be conducted on apartment buildings within 10 years of completion among conglomerate's nationwide apartments to compensate for the limitations of prior research. In addition, AHP static method and relational chart will be used to identify the relationship between the type of defect and the cause and the importance of the influencing factors.

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Variation Stack-Up Analysis Using Monte Carlo Simulation for Manufacturing Process Control and Specification

  • Lee, Byoungki
    • 품질경영학회지
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    • 제22권4호
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    • pp.79-101
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    • 1994
  • In modern manufacturing, a product consists of many components created by different processes. Variations in the individual component dimensions and in the processes may result in unacceptable final assemblies. Thus, engineers have increased pressure to properly set tolerance specifications for individual components and to control manufacturing processes. When a proper variation stack-up analysis is not performed for all of the components in a functional system, all component parts can be within specifications, but the final assembly may not be functional. Thus, in order to improve the performance of the final assembly, a proper variation stack-up analysis is essential for specifying dimensional tolerances and process control. This research provides a detailed case example of the use of variation stack-up analysis using a Monte Carlo simulation method to improve the defect rate of a complex process, which is the commutator brush track undercut process of an armature assembly of a small motor. Variations in individual component dimensions and process mean shifts cause high defect rate, Since some dimensional characteristics have non-normal distributions and the stack-up function is non-linear, the Monte Carlo simulation method is used.

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기준패턴과 증착패턴의 동시 측정을 통한 OLED 공정 검사 방법 (A Novel OLED Inspection Process Method with Simultaneous Measurement for Standard and Deposition Pattern)

  • 곽병호;최경주
    • 디지털산업정보학회논문지
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    • 제15권4호
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    • pp.63-70
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    • 2019
  • The subject of the simultaneous measuring system of base pattern and deposition pattern is a new research topic on a defect inspection of OLED. In this paper, we propose a new OLED inspection method that simultaneously measures standard and deposition pattern images. This method reduces unnecessary processes and tac time during OLED inspection. For an additional reduction of the tac time during pattern measurement, the ROI was configured to measure only in the designated ROI area instead of measuring the entire area of an image. During the ROI set-up, the value of effective deposition pattern area is included so that if the deposition pattern is out of the ROI zone, it would be treated as a defect before measuring the size and center point of the pattern. As a result, the tac time and inspection process could be shortened. The proposed method also could be applied to the OLED manufacturing process. Production of OLED could be increased by reducing tac time and inspection process.

XAI(eXplainable Artificial Intelligence) 알고리즘 기반 사출 공정 수율 개선 방법론 (Injection Process Yield Improvement Methodology Based on eXplainable Artificial Intelligence (XAI) Algorithm)

  • 홍지수;홍용민;오승용;강태호;이현정;강성우
    • 품질경영학회지
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    • 제51권1호
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    • pp.55-65
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    • 2023
  • Purpose: The purpose of this study is to propose an optimization process to improve product yield in the process using process data. Recently, research for low-cost and high-efficiency production in the manufacturing process using machine learning or deep learning has continued. Therefore, this study derives major variables that affect product defects in the manufacturing process using eXplainable Artificial Intelligence(XAI) method. After that, the optimal range of the variables is presented to propose a methodology for improving product yield. Methods: This study is conducted using the injection molding machine AI dataset released on the Korea AI Manufacturing Platform(KAMP) organized by KAIST. Using the XAI-based SHAP method, major variables affecting product defects are extracted from each process data. XGBoost and LightGBM were used as learning algorithms, 5-6 variables are extracted as the main process variables for the injection process. Subsequently, the optimal control range of each process variable is presented using the ICE method. Finally, the product yield improvement methodology of this study is proposed through a validation process using Test Data. Results: The results of this study are as follows. In the injection process data, it was confirmed that XGBoost had an improvement defect rate of 0.21% and LightGBM had an improvement defect rate of 0.29%, which were improved by 0.79%p and 0.71%p, respectively, compared to the existing defect rate of 1.00%. Conclusion: This study is a case study. A research methodology was proposed in the injection process, and it was confirmed that the product yield was improved through verification.

Management of apicomarginal defect in esthetic region associated with a tooth with anomalies

  • Meharwade, Vinayak Venkoosa;Shah, Dipali Yogesh;Mali, Pradyna Prabhakar;Meharwade, Vidya Vinayak
    • Restorative Dentistry and Endodontics
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    • 제40권4호
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    • pp.314-321
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    • 2015
  • Tooth related factors such as palatoradicular groove can be one of the causes for localized periodontal destruction. Such pathological process may result in apicomarginal defect along with inflammation of pulp. This creates challenging situation which clinician must be capable of performing advanced periodontal regenerative procedures for the successful management. This case report discusses clinical management of apicomarginal defect associated with extensive periradicular destruction in a maxillary lateral incisor, along with histopathologic aspect of the lesion.

일정관리를 위한 Opportunity Tree 및 알고리즘 설계 (Opportunity Tree and Algorithm design to schedule management)

  • 이은서;이상호
    • 정보처리학회논문지D
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    • 제12D권7호
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    • pp.965-978
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    • 2005
  • 소프트웨어 개발 시, 일정과 품질에 저해 요인이 되는 결함이 다수 존재한다. 일정과 품질의 저해 요인을 제거하고 동시에 체계적으로 이를 관리하기 위하여 본 논문에서는 opportunity tree 프레임워크를 설계한다. 유사한 프로젝트를 수행 시 영역 전문가의 지식을 활용한 opportunity tree 발생되는 문제점을 예측, 대비할 수 있게 하여, 소프트웨어 프로세스를 개선할 수 있다 본 연구에서는 소프트웨어 개발 시 발생하는 일정관리에 대한 결함을 찾아내고, 원인을 식별 및 해결책을 제시하고자 한다.

AHP에 의한 한국자동차부품제조사의 제조성과기준의 중요도 평가 (An AHP Approach to Evaluate the priorities of Manufacturing Performance Criteria in Korean Automobile Parts Manufacturing Company)

  • 김태수
    • 산업경영시스템학회지
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    • 제34권3호
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    • pp.115-122
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    • 2011
  • The critical role played by manufacturing performance measurement systems in achieving competitive success is increasingly recognized. Developing an integrated performance measurement model is significant for strategic management. This study consist of several principal steps. Performance criteria from the literature and an questionnaire were utilized prior to building the performance model. The AHP(Analytic Hierarchy Process) is utilized to evaluate the weight of each criterion when generating the performance measurement model for Korea automobile parts manufacturing company. AHP analysis showed clear difference in the priority between 5 criteria and 24 sub-criteria in terms of manufacturing performance of Korean automobile parts manufacturing company. The result of priority evaluation in the 5 criteria of 2nd level was ranked quality, cost, delivery, employee, flexibility. And the critical sub-criteria in the 24 sub-criteria of 3rd level was ranked claim rate, process defect rate, outsourcing parts defect rate, ability to quality management innovation, claim cost, etc.

자동차 안전벨트 부품 제조공정에서의 효율적 공정품질정보 분석 모형 (An Efficient Analysis Model for Process Quality Information in Manufacturing Process of Automobile Safety Belt Parts)

  • 공명달
    • 대한설비관리학회지
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    • 제23권4호
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    • pp.29-38
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    • 2018
  • Through process quality information, the time required for process quality analysis has been drastically shortened, the process defect rate has been reduced, and the manufacturing lead time has been shortened and the on-time delivery rate has been improved. Therefore, The purpose of this study is to develop a quality information analysis system model that effectively shortens the time required for process quality analysis in automobile safety belt parts manufacturing process. As a result of experiments on communication operation between manufacturing execution system (MES) quality server, injection machine control computer, injection machine programmable logic controller (PLC) and terminal, in analyzing quality information, the conventional handwriting input method took an average of 20 minutes, but the new multi-network method took about 2 minutes on average. In addition, the process defect rate was reduced by 13% and the manufacturing lead time was shortened from 28 hours to 20 hours. The delivery compliance rate improved from 96 to 99%.