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메타모델을 이용한 손상추정 기법 연구

Study on Damage Detection Method using Meta Model

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주제분류해양공학

초록

This paper presents an effective damage detection method using a meta model. A meta model is an approximation model that uses the relations between the design and response variables. It eliminates the need for repetitive analyses of computationally expensive models during the optimization process. In this study, a response surface model was employed as the meta model. The surface model was estimated using the correlation of the stiffness and natural frequencies of the structures. The locations and values of the damages were identified using a meta model-based damage detection method. Two numerical examples (a cantilever beam and jacket structure) were considered to verify the performance of the proposed method. As a result, the damages to the structures were accurately detected.

Abstract

This paper presents an effective damage detection method using a meta model. A meta model is an approximation model that uses the relations between the design and response variables. It eliminates the need for repetitive analyses of computationally expensive models during the optimization process. In this study, a response surface model was employed as the meta model. The surface model was estimated using the correlation of the stiffness and natural frequencies of the structures. The locations and values of the damages were identified using a meta model-based damage detection method. Two numerical examples (a cantilever beam and jacket structure) were considered to verify the performance of the proposed method. As a result, the damages to the structures were accurately detected.

참고문헌 (13)

  1. Sara Casciati, "Statistical approach to a SHM benchmark problem", Smart Structures and Systems, An International Journal, 6(1), pp.17~27 (2010), 국제구조공학회
  2. Faravelli, L., "Structural Damage Detection and Localization by Response Change Diagnosis", Progress in Structural Engineering and Materials, 6, pp.104~115 (2004)
  3. Kim, J. T., "Pattern Recognition of Modal Sensitivity for Structural Damage Identification of Truss Structure", Journal of Ocean Engineering and Technology, 14(1), pp.80~87 (2000)
  4. 김상렬, "모노파일 형식 해상풍력발전기 지지구조물의 손상추정기법", 한국소음진동공학회논문집, 22(7), pp.667~675 (2012), 한국소음진동공학회[DOI]
  5. 이진민, "구조물의 시간-변화 동적응답에 대한 다중응답접근법 기반 통계적 공간-시간 메타모델", 대한기계학회논문집 A, 34(8), pp.989~996 (2010), 대한기계학회
  6. 이소영, "최적화 화음탐색법을 이용한 항만 케이슨 구조물의 구조건전성 평가", 한국해양공학회지, 23(1), pp.122~128 (2009), 한국해양공학회
  7. 이태희, "반응표면법에 의한 연약지반 차량 거동의 통계적 분석 및 예측", 한국해양공학회지, 20(3), pp.54~60 (2006), 한국해양공학회
  8. 민천홍, "유한요소 모델 개선기법을 이용한 손상추정", 한국해양공학회지, 26(5), pp.11~17 (2012), 한국해양공학회
  9. 민지영, "잡음 환경 하에서의 전기-역학적 임피던스 기반 조류발전 구조물의 장기 건전성 모니터링", 한국해양공학회지, 25(4), pp.59~65 (2011), 한국해양공학회
  10. Montgomery, D. C., "Design and Analysis of Experiments" (2007), John Wiley & Sons Inc
  11. Morris, M. D., "Exploratory Designs for Computational Experiments", Journal of Statistical Planning and Inference, 43(3), pp.381~402 (1995)
  12. Park, S. Y., "Damage Evaluation on a Jacket Platform Structure Using Modal Properties", Proceeding of the Twenty-first International Offshore and Polar Engineering Conference, 1, pp.245~250 (2011)
  13. Vandiver, J. K., "Detection of structural failure on fixed platforms by measurement of dynamic response", Proceedings of the 7th Annual Offshore Technology Conference, pp.2267~ (1975)

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