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프로세스 마이닝 기법을 이용한 해양플랜트 배관재 제작 공정 관리 방법에 관한 연구

A Study on Process Management Method of Offshore Plant Piping Material using Process Mining Technique

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키워드

주제분류조선공학

초록

This study describes a method for analyzing log data generated in a process using process mining techniques. A system for collecting and analyzing a large amount of log data generated in the process of manufacturing an offshore plant piping material was constructed. The analyzed data was visualized through various methods. Through the analysis of the process model, it was evaluated whether the process performance was correctly input. Through the pattern analysis of the log data, it is possible to check beforehand whether the problem process occurred. In addition, we analyzed the process performance data of partner companies and identified the load of their processes. These data can be used as reference data for pipe production allocation. Real-time decision-making is required to cope with the various variances that arise in offshore plant production. To do this, we have built a system that can analyze the log data of real - time system and make decisions.

Abstract

This study describes a method for analyzing log data generated in a process using process mining techniques. A system for collecting and analyzing a large amount of log data generated in the process of manufacturing an offshore plant piping material was constructed. The analyzed data was visualized through various methods. Through the analysis of the process model, it was evaluated whether the process performance was correctly input. Through the pattern analysis of the log data, it is possible to check beforehand whether the problem process occurred. In addition, we analyzed the process performance data of partner companies and identified the load of their processes. These data can be used as reference data for pipe production allocation. Real-time decision-making is required to cope with the various variances that arise in offshore plant production. To do this, we have built a system that can analyze the log data of real - time system and make decisions.

참고문헌 (6)

  1. 김은혜, "Discovery of Outpatient Care Process of a Tertiary University Hospital Using Process Mining", Healthcare Informatics Research, 19(1), pp.42~49 (2013), 대한의료정보학회[DOI]
  2. Lambert, D.M., "Supply chain management : Implementation issues and research opportunities", The International Journal of Logistics Management, 9(2), pp.1~29 (1998)
  3. 이동하, "조선 산업에서 프로세스 마이닝을 이용한 블록 조립 프로세스의 계획 및 실적 비교 분석", 한국전자거래학회지, 18(4), pp.145~167 (2013), 한국전자거래학회[DOI]
  4. 이상일, "프로세스 마이닝을 이용한 PDM", PLM 시스템 활용 프로세스의 효율성 개선, 2012, pp.17(4), 294~302[DOI]
  5. Lee, Y.H., "Process analysis in supply chain management with process mining : A case study", Journal of Korea Bigdata Society, 1(2), pp.65~78 (2016)
  6. Song, M., "Trace clustering in process mining", BPM 2008 Workshops, Lecture Notes in Business Information Processing, 17, pp.109~120 (2009)

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