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Today, many manufacturing companies realize that collaboration is crucial for their survival. Especially, in the perspective of quality, the importance of collaboration is emphasized because economic loss increases exponentially while defective parts go through the process in supply chain. However, the manufacturing companies are facing two main difficulties in implementing collaborative relationships with their suppliers. First, it is difficult for the suppliers to produce reliable products due to their obsolete facilities. The problem gets worse for second- or third-tire vendors. Second, the companies experience the lack of universally understandable set of terminology and effective methodologies for knowledge representation. Ontology is one of the best approaches to expressing and processing a domain knowledge. In this paper, we propose the manufacturing ontology-based quality prediction framework to represent and share the knowledge of industrial environment and to predict product quality in manufacturing processes. In addition, we develop the ontology-based quality prediction system based on the proposed framework. We carried out a series of experiments for an injection molding process at an automotive part supplier. The experimental results demonstrated that the proposed framework and system can be successfully applicable in manufacturing industry.

권호기사

권호기사 목록 테이블로 기사명, 저자명, 페이지, 원문, 기사목차 순으로 되어있습니다.
기사명 저자명 페이지 원문 목차
중공업 부문의 대중소 IT 협업 전략과 추진에 관한 사례연구 김정모, 조지운 pp.1-12

중소제조기업 협업지원 시스템의 도입 및 활용 효과 분석 프레임워크 김정연, 안재형, 신동민, 문용마 pp.13-20

공급망 형성을 위한 협업기업 발굴방법의 최신 동향 분석 김경덕, 조보람, 신문수, 류광열, 조현보 pp.21-30

제조산업에서 공급기업 발굴을 위한 온톨로지 정기욱, 이재훈, 고인영, 주재구, 조현보 pp.31-39

제조 온톨로지 기반 품질예측 프레임워크 및 시스템 개발 : 사출성형공정 사례 이경훈, 강용신, 이용한 pp.40-51

중소 금형업체 협업지원을 위한 핵심 제조역량 평가 모델 개발 신문수, 이상일, 류광열, 주재구 pp.52-63

Performance Model을 이용한 중소기업의 대기업과의 협업을 위한 IT시스템 개선의 우선순위 도출 홍정완, 전동욱, 이효숙 pp.64-70

제조협업 성과분석을 위한 협업 프로세스 웨어하우스 개발 김규리, 김애경, 김상국, 정재윤 pp.71-78

협업 프로세스의 독립적 변경 보장 규칙 개발 김애경, 정재윤 pp.79-86

자동차 산업분야의 효과적인 제조협업 구현을 위한 디지털 엔지니어링 적용 방법론에 대한 연구 이유철, 배혜림 pp.87-95

AHP를 이용한 국방정보기술표준 선정 평가 모델 개발에 관한 연구 김자희, 김우제, 조현기, 이은영, 서민우 pp.96-105

납기를 갖는 Job Shop 생산시스템에 대한 Simplified-DBR Scheduling 적용방안에 관한 연구 한원규, 박창권 pp.106-113

플랜트 기자재 업체의 효율적인 작업장 운영을 위한 실시간 모니터링 시스템 개발 및 적용 정아름, 조지운, 백태현 pp.114-126

클러스터 툴의 예방유지보수 스케줄링 모형 이현, 박유진, 허선 pp.127-133

역설계 기반의 전기자동차 스티어링 기어박스 개발 문성식, 유영민, 유우식 pp.134-141

우편서비스에서 gCRM 적용방안에 관한 연구 이정훈, 이성준, 김호연 pp.142-152

참고문헌 (38건) : 자료제공( 네이버학술정보 )

참고문헌 목록에 대한 테이블로 번호, 참고문헌, 국회도서관 소장유무로 구성되어 있습니다.
번호 참고문헌 국회도서관 소장유무
1 The Role of Foundational Ontologies in Manufacturing Domain Applications 네이버 미소장
2 A neural network-based approach for dynamic quality prediction in a plastic injection molding process 네이버 미소장
3 Choi, H. R., Hyun, S. Y., Lim, H. S., and Yoo, D. Y. (2006), Design of Collaborative Production and Supply Planning System based on ebXML, Information System Review, 8(1), 1-24. 미소장
4 Approach to prediction of laser cutting quality by employing fuzzy expert system 네이버 미소장
5 Gartner (2002), Semantic Web Technologies Take Middleware to Next Level, Gartner. 미소장
6 Georgoudakis, M., Alexakos, C., Kalogeras, A. P., Gialelis, J., and Koubias S. (2007), Methodology for the efficient distribution a manufacturing ontology to a multiagent system utilizing a relevant Meta-Ontology, Emerging Technologies nd Factory Automation, 2007. ETFA. IEEE Conference on, 25th~28th September, Rion, Greece, 1210-1216 . 미소장
7 A translation approach to portable ontology specifications 네이버 미소장
8 Herre, H., Heller, B., Burek, P., Hoehndorf, R., Loebe, F., and Michalek, H. (2007), General Formal Ontology (GFO) : A Foundational Ontology Integrating Objects and Processes. Part I : Basic Principles. Research Group Ontologies in Medicine (Onto-Med), University of Leipzig. 미소장
9 Horrideg, M., Konublauch, H., Rector, A., and Stevens, R. (2004), A Practical Guide To Building OWL Ontologies Using The Protege-OWL Pluging and CO-ODE Tool, University of Manchester and Stanford University. 미소장
10 Huang, H. M. (2008), Ontological Perspectives for Autonomy Performance, Proceeding PerMIS Proceedings of the 8th Workshop on Performance Metrics for Intelligent Systems, 19th~21th August, Gaithersburg, MD, USA, 101-107. 미소장
11 A Study on the forward method of “Single PPM Quality Innovation” for Special types : Focused on Mold Industry 소장
12 Kim, E. K. and Nam, Y. J. (2004), The Comparative Study on the Methodologies of Building Ontology toward Semantic Web, Korea Institute of Science and Technology Information, 35(2), 57-85. 미소장
13 Lee, J. Y. (2006), Implementation Strategy on Ontology-based System for Task Management and Analysis, National Research Foundation of Korea. 미소장
14 Design and Implementation of the Web Services Based Collaborative Production Management System 소장
15 Lee, S. C., Kim, C. S., and Lim, J. H. (2007), Solving the ambiguity of an Intention Reasoning using Context-Awareness Architecture based on Ontology, Korean Society for Internet Information, 8(5), 99-108. 미소장
16 Lemaignan, S., Siadat, A., Dantan, J. Y., and Semenenko, A. (2006), MASON : a proposal for an ontology of manufacturing domain, IEEE Workshop on Distributed Intelligent System : Collective Intelligence and Its Application, 15th~16th June, Metz, France, 195-200. 미소장
17 A manufacturing system engineering ontology model on the semantic web for inter-enterprise collaboration 네이버 미소장
18 Masolo, C., Borgo, S., Gangemi, A., Guarino, N., Oltramari, A., and Schneider, L. (2003), The WonderWeb Library of Foundational Ontologies, Institute of Cognitive Sciences and Technology. 미소장
19 Niles, I. and Pease, A. (2001), Towards a Standard Upper Ontology, Proceedings of the international conference on Formal Ontology in Information Systems, 17th~19th October, Maine, USA. 미소장
20 NIST (1999), An Analysis of Existing Ontological Systems for Applications in Manufacturing and Healthcare, National Institute of Standards and Technology. 미소장
21 NIST (2009), Manufacturing Interoperability Program, a Synopsis, National Institute of Standards and Technology. 미소장
22 Noy, N. F. and McGuinness, D. L. (2000), Ontology Development 101 : A Guide to Creating Your First Ontology, Stanford University. 미소장
23 O’Connor, M., Knublauch, H., Tu, S., and Musen, M. (2004), Writing Rules for the Semantic Web Using SWRL and Jess, Stanford University. 미소장
24 Concept of the Next Generation Manufacturing System and Considerations for its Embodiment in Manufacturing Industries 소장
25 Change in injection moulded parts shrinkage and weight as a function of processing conditions 네이버 미소장
26 Pouchard, L., Ivezic, N., and Schlenoff, C. I. (2000), Ontology Engineering for Distributed Collaboration in Manufacturing, Proceedings of the AIS Conference, 129, 2865-2872. 미소장
27 Collaborative Process Modeling for Embodying e-Manufacturing 소장
28 Schneider, L. (2003), How to Build a Foundational Ontology : The Object-Centered High-level Reference Ontology OCHRE, University of Leipzig. 미소장
29 Siegel, N., Goolsbey, K., Kahlert, R., and Matthews, G. (2004), The Cyc System : Notes on Architecture, Cycorp, Inc. 미소장
30 SMBA (2009), An Annual Report on Korean Small and Medium-sized Business, Small and Medium Business Administration. 미소장
31 A study of the effects of process parameters for injection molding on surface quality of optical lenses 네이버 미소장
32 Feature-based rule induction in machining operation using rough set theory for quality assurance 네이버 미소장
33 A semantic-mediation architecture for interoperable supply-chain applications 네이버 미소장
34 W3C (2004), OWL web ontology language overview, World Wide Web Consortium 미소장
35 W3C (2004), SWRL : a semantic web rule language combining OWL and RuleML, World Wide Web Consortium 미소장
36 Ye, F. and Ding, X. (2009), Manufacturing Enterprise Business Process Ontology Modeling for Knowledge Integration, Proceedings of 2009 IEEE International Conference on Grey Systems and Intelligent Services, 10th~12th November, Hangzhou, China, 1365-1369. 미소장
37 Multivariate regression modeling for monitoring quality of injection moulding components using cavity sensor technology: Application to the manufacturing of pharmaceutical device components 네이버 미소장
38 Zhou, J. and Rose, D. (2004), Manufacturing ontology analysis and design: towards excellent manufacturing, Industrial Informatics 2004 2nd IEEE International Conference on, 26th June, Sophia Antipolis, France, 39-45. 미소장