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중소기업 스마트 공장 확장성 사례연구

A Case Study on Smart Factory Extensibility for Small and Medium Enterprises

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주제분류산업공학

초록

Smart factories can be defined as intelligent factories that produce products through IoT-based data. In order to build and operate a smart factory, various new technologies such as CPS, IoT, Big Data, and AI are to be introduced and utilized, while the implementation of a MES system that accurately and quickly collects equipment data and production performance is as important as those new technologies. First of all, it is very essential to build a smart factory appropriate to the current status of the company.In this study, what are the essential prerequisite factors for successfully implementing a smart factory was investigated. A case study has been carried out to illustrate the effect of implementing ERP and MES, and to examine the extensibilities into a smart factory. ERP and MES as an integrated manufacturing information system do not imply a smart factory, however, it has been confirmed that ERP and MES are necessary conditions among many factors for developing into a smart factory. Therefore, the stepwise implementation of intelligent MES through the expansion of MES function was suggested. An intelligent MES that is capable of making various decisions has been investigated as a prototyping system by applying data mining techniques and big data analysis. In the end, in order for small and medium enterprises to implement a low-cost, high-efficiency smart factory, the level and goal of the smart factory must be clearly defined, and the transition to ERP and MES-based intelligent factories could be a potential alternative.

Abstract

Smart factories can be defined as intelligent factories that produce products through IoT-based data. In order to build and operate a smart factory, various new technologies such as CPS, IoT, Big Data, and AI are to be introduced and utilized, while the implementation of a MES system that accurately and quickly collects equipment data and production performance is as important as those new technologies. First of all, it is very essential to build a smart factory appropriate to the current status of the company.In this study, what are the essential prerequisite factors for successfully implementing a smart factory was investigated. A case study has been carried out to illustrate the effect of implementing ERP and MES, and to examine the extensibilities into a smart factory. ERP and MES as an integrated manufacturing information system do not imply a smart factory, however, it has been confirmed that ERP and MES are necessary conditions among many factors for developing into a smart factory. Therefore, the stepwise implementation of intelligent MES through the expansion of MES function was suggested. An intelligent MES that is capable of making various decisions has been investigated as a prototyping system by applying data mining techniques and big data analysis. In the end, in order for small and medium enterprises to implement a low-cost, high-efficiency smart factory, the level and goal of the smart factory must be clearly defined, and the transition to ERP and MES-based intelligent factories could be a potential alternative.

참고문헌 (47)

  1. Cha, S. K., "The System Architecture and Standardization Production IT Convergence for Smart Factory", Journal of the Korean Society for Precision Engineering, 31(1), pp.17~24 (2015)
  2. Cho, Y. J., "The Strategy for Smart Factory of Korea in the Era of the Industry 4.0", Journal of Computing Science and Engineering, 35(6), pp.40~48 (2017)
  3. 최광석, "시뮬레이션 기법을 활용한 중소기업 생산성 향상 방안", 산업경제연구, 24(4), pp.1969~1987 (2011), 한국산업경제학회
  4. Hahm, H. J., "A Study of Smart Factory Policy For ICTBased", Journal of The e-Business Studies, 18(6), pp.363~380 (2017)
  5. He, Q.P., "Statistical Process Monitoring as a Big Data Analytics Tool for Smart Manufacturing", Journal of Process Control, 67, pp.35~43 (2018)
  6. 황세웅, "스마트 팩토리를 위한 센서 데이터 분석과 제품 불량 개선 연구", 한국빅데이터학회 학회지, 3(1), pp.95~103 (2018), 사)한국빅데이터학회[DOI]
  7. "Industry 4.0 Smart Factory & Safety Monitoring System"[URL]
  8. Institute for International Trade, "The Era of the 4th Industrial Revolution", Manufacturing Innovation and Reshoring, 5, pp.1~26 (2021)
  9. 장원중, "스마트팩토리에서 빅 데이터 인프라 구축 방안에 관한 연구", 예술인문사회 융합 멀티미디어 논문지, 8(10), pp.11~23 (2018), 사단법인 인문사회과학기술융합학회[DOI]
  10. Data Mining-Based Methodology for Perfor mance Prediction of Geothermal Heat Pump System, "Jun", The Society of Air-Conditioning and Refrigerating Engineers of Korea, 557~560 (2015)
  11. 전찬모, "제조 특화형 라이브러리 기반 빅데이터 분석 플랫폼 구축에 관한 연구 : 품질 문제 해결을 위한 플랫폼 구축 사례", 대한산업공학회지, 43(5), pp.380~387 (2017), 대한산업공학회[DOI]
  12. 강형묵, "제조 분야 사이버 물리 시스템(CPS) 연구 동향 분석", 정보화정책, 25(3), pp.3~28 (2018), 한국지능정보사회진흥원[DOI]
  13. MES-based Smart Factory, "Kim, B.G.", Korean Institute of Industrial Engineers, 2077~2104 (2015)
  14. 김은영, "4차 산업혁명시대 지역 중소기업의 제조혁신한계와 스마트공장 정책 방향성 연구: 포항지역중소기업의 스마트공장 조사를 중심으로", 과학기술학연구, 18(2), pp.269~306 (2018), 한국과학기술학회[DOI]
  15. Smart Factory has Wings with Artificial Intelligence, "Kim, H.I.", PORSI, 3~8 (2017)
  16. 김성민, "TOC 기법을 적용한 ERP 표준시간 검증 및 MES 공정실적개선", 한국산업경영시스템학회지, 41(4), pp.22~33 (2018), 한국산업경영시스템학회[DOI]
  17. Koh, J.Y., "A Simulation of Production Planning Strategies for the Improvement of a Manufacturing Process", The Jounal of The Korea Society For Simulation, 8(2), pp.87~100 (1999)
  18. The Possibility of a Smart Factory as a way to Upgrade the Domestic Manufacturing industry, "Korea Development Bank", ~ (2015)
  19. A Study on ICT-Based Manufacturing Innovation and Reshoring, "Lee", Ministry of Science and ICT, 4~116, pp.Vol. 307 (2018)
  20. Lee, D.H, "Design of MES Interlocking Welding Monitoring System for Welding Process Smart Factory", Journal of the Institute of Electronics and Information Engineers, pp.877~880 (2018)
  21. 이현정, "스마트공장 구축을 위한 현장실태 및 요구사항 분석", 한국정밀공학회지, 34(1), pp.29~34 (2017), 한국정밀공학회
  22. Lee, J. C., "Build of Smart Factory Step-by-Step Promotion Points", Industrial Engineering Magazine, 25(4), pp.31~37 (2018)
  23. 이성희, "스마트 공장 문헌연구 및 향후 추진전략", Journal of Information Technology Applications & Management, 24(4), pp.133~152 (2017), 한국데이터전략학회[DOI]
  24. 임정우, "스마트팩토리 기반 제조공정 혁신에 관한 연구: 전자제품 조립 제조라인 적용사례", 대한경영학회지, 30(9), pp.1609~1630 (2017), 대한경영학회[DOI]
  25. "Mail Business News Korea"[URL]
  26. 노규성, "제조실행시스템에의 빅데이터 적용방안에 대한 탐색적 연구", 디지털융복합연구, 12(1), pp.305~311 (2014), 한국디지털정책학회[DOI]
  27. Noh, S. D., "Smart Factory and Cyber Physics System Technology", The Journal of The Korean Institute of Communication Sciences, 33(11), pp.3~7 (2016)
  28. Development of Manufacturing Big Data Analysis Library for Smart Factory Upgrade, "Park", The Korean Operations Research and Management Science Society, 1527~1541 (2018)
  29. 박종경, "스마트제조 기술 국내연구 고찰", 한국전자거래학회지, 23(2), pp.123~133 (2018), 한국전자거래학회[DOI]
  30. Park, S.B., "Enhancing Productivity of Steel Coil Slitting and Shearing Line Using ARENA Simulation", The Journal of Korean Institute of Industrial Engineers, pp.482~496 (2019)
  31. Park, S.G., "Smart Factory for Small Companies", Electronics and Telecommunications Trends, pp.39~47 (2016)
  32. Radziwon, A., "The Smart Factory : Exploring Adaptive and Flexible Manufacturing Solutions", Procedia Engineering, 69, pp.1184~1190 (2014)
  33. 오세남, "다품종 소량 생산 체제의 스마트 공장 구축 사례: (주) IDIS를 중심으로", 품질경영학회지, 46(1), pp.11~26 (2018), 한국품질경영학회[DOI]
  34. Schlechtendahl, J., "Making Existing Production Systems Industry 4.0-ready", Production Engineering Research and Development, 9, pp.143~148 (2015)
  35. "Science Times"[URL]
  36. Shin, "Smart Manufacturing" (2017), epress
  37. Shin, S.J., "Self-Learning Factory Structure and Operation Procedure Design for Cyber-Physical Production System", Proceedings of the Fall Conference of the Korean Institute of Industrial Engineers, pp.1282~1299 (2018)
  38. 신승준, "스마트공장을 위한 빅데이터 애널리틱스 플랫폼 아키텍쳐 개발", 멀티미디어학회논문지, 19(8), pp.1516~1529 (2016), 한국멀티미디어학회[DOI]
  39. 심현식, "현장 맞춤형 MES의 구축 및 효과분석", 한국경영공학회지, 21(2), pp.57~71 (2016), 한국경영공학회
  40. 심재훈, "중소제조 기업 스마트 공장 구축을 위한 고찰", 대한설비관리학회지, 22(1), pp.87~97 (2017), 대한설비관리학회
  41. 소병업, "센서와 가상 공정설계를 활용한 스마트 팩토리 구축", 한국전자통신학회 논문지, 12(6), pp.1071~1080 (2017), 한국전자통신학회[DOI]
  42. Thoben, K. D., "Industrie 4.0 and Smart Manufacturing", A Review of Research Issues and Application Examples, 11(1), pp.4~16 (2017)
  43. Wang, L., "Current Status and Advancement of Cyberphysical Systems in Manufacturing", Journal of Manufacturing Systems, 37, pp.517~527 (2015)
  44. "Proceedings of the IEEE", 2015, 143~146
  45. Yoon, J.H., "Manufacturing Innovation Trends and Prospects through CPS and IoT Technology", The Journal of The Korean Institute of Communication Sciences, 33(11), pp.23~28 (2016)
  46. 유성진, "휴대용 카메라 모듈(CCM) 제조 라인에 대한 데이터마이닝 기반 품질관리시스템 구축", 지능정보연구, 14(4), pp.89~101 (2008), 한국지능정보시스템학회
  47. 윤준서, "스마트제조를 위한 머신러닝 기반의 설비 오류 발생 패턴 도출 프레임워크", 한국전자거래학회지, 23(2), pp.97~110 (2018), 한국전자거래학회[DOI]

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