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효과적인 에너지 관리를 위한 BIM 기반 데이터마이닝 모델 연구

BIM-based Data Mining Model for Effective Energy Management

  • 투고 : 2015.06.23
  • 심사 : 2015.08.06
  • 발행 : 2015.08.31

초록

본 연구는 효과적인 건물 에너지 관리를 위한 의사결정을 지원하기 위해, BIM(Building Information Modeling)기반 데이터마이닝 방법을 제안한다. 이를 위해, 우선적으로 BIM 기반 데이터마이닝 기술 동향을 조사 분석하였다. 이후 에너지 관리 시 적용되는 유스케이스와 시나리오를 분석하고, 이를 효과적으로 지원할 수 있는 데이터마이닝 모델링 방법과 세부 모델을 제안하였다. 연구결과는 향후 건물 에너지 관리에 필요한 의사결정을 위한 방법으로 활용할 수 있을 것이다.

For the effective energy management, this study proposed BIM(Building Information Modeling)-based Data Mining Model(B-DMM). To conduct this, BIM-based data mining researches were surveyed then the use-cases and scenarios related to the energy management were analyzed. By using this results, B-DMM for supporting the decision making related the energy management was proposed. The output will be used as a decision making tool for managing a building energy.

키워드

참고문헌

  1. H. A. Jin, "A study on reinforcement steel group selection methodology on flat plate applying decision-making with AHP in the structural BIM (S-BIM) environment", Proc. of Architectural Institute of Korea, Vol.32, No.2, pp.447-448, 2012.
  2. S. Lee, S. J. Kim, B. S. Son, "A Basic Study on BIM based Remodeling Design Process for Decision Support of Owner", Proc. of Korea Institute of Construction Engineering and Management, pp.225-230, 2011.
  3. Y. J. Park, Multi-criteria performance assessment under uncertainty using interoperable building simulation model and Bayesian inference, Doctor thesis, SungKyunKwan University, 2013.
  4. J. S. Lee, Y. S. Lee, J. H. Kim, J. J. Kim, "A Study about Developingthe BIM-based Decision Making Suport System at Pre-design Stage", Proc. of Architectural Institute of Korea, Vol.28, No.1, pp.637-640, 2008.
  5. H. J. Yoon, I. W. Lee, "Trend on smart building energy management systems", Journal of Korean Institute of Information Scientists and Engineers, Vol.30, No.8, pp.66-72, 2012.
  6. H. R. Choi, BIM-based integrated evaluation for implementing VE/LCC/LCA in a construction project, Doctor thesis, GyeongSang National University, 2013.
  7. A. Ahmed, N. E. Korres, J. Ploennigs, H. Elhadi, K. Menzel, "Mining building performance data for energy-efficient operation", Journal of Advanced Engineering Informatics, Vol.25, No.2, pp.341-354, 2011. DOI: http://dx.doi.org/10.1016/j.aei.2010.10.002
  8. Q. Hao, Y. Xue, W. Shen, B. Jones, J. Zhu, "A decision support system for integrating corrective maintenance, preventive maintenance and condition-based maintenance", Proc. of Construction Research Congress, pp.8-11, 2010. DOI: http://dx.doi.org/10.1061/41109(373)47
  9. C. Fu, G. Aouad, A. Lee, A. Mashall-Ponting, S. Wu, "IFC model viewer to support nD model application", Journal of Automation in Construction, Vol.15, No.2, pp.178-185, 2006. DOI: http://dx.doi.org/10.1016/j.autcon.2005.04.002