• 제목/요약/키워드: Manufacturing Execution System

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A Decision Tree Approach for Identifying Defective Products in the Manufacturing Process

  • Choi, Sungsu;Battulga, Lkhagvadorj;Nasridinov, Aziz;Yoo, Kwan-Hee
    • International Journal of Contents
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    • 제13권2호
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    • pp.57-65
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    • 2017
  • Recently, due to the significance of Industry 4.0, the manufacturing industry is developing globally. Conventionally, the manufacturing industry generates a large volume of data that is often related to process, line and products. In this paper, we analyzed causes of defective products in the manufacturing process using the decision tree technique, that is a well-known technique used in data mining. We used data collected from the domestic manufacturing industry that includes Manufacturing Execution System (MES), Point of Production (POP), equipment data accumulated directly in equipment, in-process/external air-conditioning sensors and static electricity. We propose to implement a model using C4.5 decision tree algorithm. Specifically, the proposed decision tree model is modeled based on components of a specific part. We propose to identify the state of products, where the defect occurred and compare it with the generated decision tree model to determine the cause of the defect.

분산 생산 시스템을 위한 에이전트 기반의 협업 시뮬레이션 체계 (Agent-based Collaborative Simulation Architecture for Distributed Manufacturing Systems)

  • 차영필;정무영
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2003년도 춘계공동학술대회
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    • pp.808-813
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    • 2003
  • Maintaining agility and responsiveness m designing and manufacturing activities are the key issues for manufacturing companies to cope with global competition. Distributed design and control systems are regarded as an efficient solution for agility and responsiveness. However, distributed nature of a manufacturing system complicates production activities such as design, simulation, scheduling, and execution control. Especially, existing simulation systems have limited external integration capabilities, which make it difficult to implement complex control mechanisms for the distributed manufacturing systems. Moreover, integration and coupling of heterogeneous components and models are commonly required for the simulation of complex distributed systems. In this paper, a collaborative and adaptive simulation architecture is proposed as an open framework for simulation and analysis of the distributed manufacturing enterprises. By incorporating agents with their distributed characteristics of autonomy, intelligence, and goal-driven behavior, the proposed agent-based simulation architecture can be easily adapted to support the agile and distributed manufacturing systems. The architecture supports the coordination and cooperation relations, and provides a communication middleware among the participants in simulation.

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자동차부품 제조업체의 ERP 및 MES의 적용에 관한 사례 연구 (Application of ERP and MES in Case of Automobile Manufacturing Company)

  • 김기동;최장호;김대영
    • 산업기술연구
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    • 제22권B호
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    • pp.51-60
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    • 2002
  • Currently, many companies are trying to be more competitive by implementing the most appropriate software package called ERP (Enterprise Resource Planning). ERP can support the company's business process. A manufacturing execution system (MES) is an industrial software system, as well as a manufacturing management function in make-to-order and make-to-stock manufacturing environments. This paper presents an architecture of MES. This study develops MES to identify the functional requirements of loading & scheduling in the automobile industry. This study shows the effectiveness of the proposed MES, how to develop MES and interface with ERP package.

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PETSIM : 생산시스템의 설계 및 분석을 위한 Simulation 도구

  • 임동순
    • 한국시뮬레이션학회논문지
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    • 제2권1호
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    • pp.1-12
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    • 1993
  • Simulation has been recognized as an invaluable tool in designing and analyzing manufacturing system. In this paper, a Petri net based simulation tool to facilitate the simulation project in manufacturing area is presented . To simulate a manufacturing system, three models are developed ; a Petrinet model, a monitor, and a token control function. While hardware objects in manufacturing systems are modeled by Petri net objects, cell level control functions are separately modeled and integrated with a Petri net model so that they resolve conflicts occuring in Petri net execution. The monitor is a model regarding the information flow between Petri nets and token control functions. The facilities of the developed tool are presented. Also, a modeling procedure with the tool is illustrated via a case study.

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사출 금형공장에 적합한 MES Framework 설계 및 구현 (Development of the MES Framework for Injection Mold Plant)

  • 오용주;강정진;허영무;조명우;신봉철
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2003년도 춘계학술대회 논문집
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    • pp.1239-1242
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    • 2003
  • The target of this paper is the manufacturing system of mould plant and the object of system development is the reduction of lead times and the improvement of product quality. From the existing MES framework. we found the module to apply in the mould plant, designed and developed the function of the module. Also. as the environment of development is based on internet, we can check and analysis correctly the status of mould plant from remote site.

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모바일 기기를 활용한 조선 생산 실행계획 지원 시스템 개발 : 판넬라인 개발 사례를 중심으로 (Development of Shipbuilding Execution Scheduling Support System using Mobile Device : A Case Study for a Panel Block Assembly Shop)

  • 황인혁;송정규;백명기;류철호;이광국;신종계
    • 대한조선학회논문집
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    • 제50권4호
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    • pp.262-271
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    • 2013
  • Owing to the development of mobile communication technology during the last a few years, the number of users of mobile devices such as the smartphone and the tablet PC has increased rapidly. As a result, the range of applications of the mobile devices has also been greatly expanded from an application for the convenience of daily life to an application for assisting the operations of industrial fields. Especially, portability of mobile devices can provide great help in collecting and using information on the production site. In shipbuilding production processes, it is difficult to collect changes of circumstance in the field and reflect the changes to schedule due to the low production automation rate and frequent changes in schedule. In this study, we propose a system to solve the problems of shipbuilding production processes such as the ones described above by using mobile devices. First of all, we organize the production information and production processes of the panel line through the analysis of shipyard panel line operations. Next, we have developed a system that can support the production execution plan of the panel line and monitor the production processes in the field. The system was developed utilizing application virtualization to allow access to the system from various platforms of mobile devices and PC's. The system was implemented using ooCBD methodology considering the future expansion of the system and ease of maintenance.

프랙탈 생산 시스템에서의 멀티에이전트를 위한 플랜 조율 체계 (Plan-coordination architecture for Multi-agent in the Fractal Manufacturing System (FrMS))

  • 차영필;정무영
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2005년도 춘계공동학술대회 발표논문
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    • pp.1124-1128
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    • 2005
  • In this paper, a plan-coordination architecture is proposed for multi-agent control in the fractal manufacturing system (FrMS). A fractal in FrMS is a set of distributed agents whose goal can be achieved through cooperation, coordination, and negotiation with other agents. Since each agent in the FrMS generates, achieves, and modifies its own plan fragments autonomously during the coordination process with other agents, it is necessary to develop a systematic methodology for the achievement of global plan in the manufacturing system. The heterarchical structure of the FrMS provides a compromised plan-coordination approach, it compromise a centralized plan-generation/execution (which mainly focuses on the maximization of throughput) with a distributed one (which focuses on the autonomy of each module and flexibility of the whole system). Plan-coordinators in lower level fractal independently generate plan fragments according to the global plan of higher level fractal, and plan-coordinators in higher level fractal mediate/coordinate the plan fragments to enhance the global performance of the system. This paper assumes that generation method of the plan fragments and the negotiation policy of the fractal is achieved by a simple process, and we mainly focuses on the information exchanging and distributed decision making process to coordinate the combinations of plan fragments within a limited exchange of information.

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생산현장의 유연성 및 다양성을 지원하기 위한 설비정보 수집 시스템의 설계 (Design of Information Acquisition System for Equipments on Shop Floor)

  • 이재경;이승우;남소정;박종권
    • 대한기계학회논문집A
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    • 제35권1호
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    • pp.39-45
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    • 2011
  • 제품에 따라 상이한 생산공정과 각 공정에서 발생하는 다양한 정보를 관리하는 제조실행시스템(MES) 구현을 위해서는 제조 시스템의 특성을 고려한 데이터 수집 시스템(Data Acquisition System)이 필요하다. 본 논문에서는 작업지시부터 작업실적보고 사이에서 발생하는 생산현장 정보를 실시간으로 수집하고 처리하여 MES 에 제공하는 설비정보 수집 시스템을 소개한다. 제안 시스템은 다양한 설비 정보를 실시간으로 처리하는 데이터 파서 모듈, 이를 작업실적정보로 생성하는 데이터 맵퍼 모듈, 생성된 작업실적정보를 상위 시스템인 MES, ERP 에 제공하는 SOA 기반 데이터 연동 모듈로 구성된다. 시스템의 시범적용 결과, 설비나 공정의 추가, 변경에도 쉽게 재구성 가능하고 유지보수가 용이하였다.