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      복합 고장 유형을 가지는 변압기에 대한 수명추정 = Lifetime Estimation of Electric Transformers for Multiple Failure-Modes

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      https://www.riss.kr/link?id=A108386576

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      다국어 초록 (Multilingual Abstract)

      Purpose: Because transformers are the primary component for the delivery of electric power, failures but also small irregularities can lead to expensive damage. Wear-out failure, in particular, can be minimized using lifetime analysis. This study focu...

      Purpose: Because transformers are the primary component for the delivery of electric power, failures but also small irregularities can lead to expensive damage. Wear-out failure, in particular, can be minimized using lifetime analysis. This study focuses on the lifetime estimation of transformers and considers multiple failure-modes. In this way, the reliability of aging equipment can be analyzed individually.
      Methods: We propose a change-point model for the Weibull distribution for multiple failure-modes. By defining the function for a generalized likelihood ratio, the change-point for wear-out failure as well as the parameters for multiple lifetime-distributions can be estimated.
      Results: The proposed approach is applied to real-life data of electric transformers. As a result of the lifetime analysis, the lifetime distribution, including multiple failure-modes and their cutoff points (in time) can be determined.
      Conclusion: Using the investigated change-point analysis, both the lifetime and maintenance schedule of transformers with respect to multiple failure-modes can be estimated, and the chance for expensive equipment failure is reduced significantly.

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      참고문헌 (Reference) 논문관계도

      1 모수용 ; 장경욱 ; 백승명 ; 손진근, "전력용변압기의 자산관리를 위한 고장률 추정기법의 수학적 모델링에 관한 연구" 대한전기학회 66 (66): 33-37, 2017

      2 문병민 ; 임문원 ; 김성준 ; 배석주, "웨이블릿 스펙트럼을 이용한스마트 팩토리 설비의 이상감지 및 진단" 한국신뢰성학회 19 (19): 22-30, 2019

      3 X. S. Si, "Remaining useful life estimation–a review on the statistical data driven approaches" 213 (213): 1-14, 2011

      4 R. Nariswari, "Reliability analysis of distribution transformer with bayesian mixture and cox regression approach" 179 : 305-312, 2021

      5 A. Elwany, "Real-time estimation of mean remaining life using sensor-based degradation models" 131 (131): 051005-, 2009

      6 S. Li, "On particle filtering for power transformer remaining useful life estimation" 33 (33): 2643-2653, 2018

      7 J. Foros, "Health index, risk and remaining lifetime estimation of power transformers" 35 (35): 2612-2620, 2020

      8 X. Zhang, "Estimation of the lifetime of the electrical components in distribution networks" 22 (22): 515-522, 2006

      9 Hongjun Choi ; 김창완 ; 권대일, "Data-driven fault diagnosis based on coal-fired power plant operating data" 대한기계학회 34 (34): 3931-3936, 2020

      10 D. Zhou, "Data requisites for transformer statistical lifetime modelling—Part I: Aging-related failures" 28 (28): 1750-1757, 2013

      1 모수용 ; 장경욱 ; 백승명 ; 손진근, "전력용변압기의 자산관리를 위한 고장률 추정기법의 수학적 모델링에 관한 연구" 대한전기학회 66 (66): 33-37, 2017

      2 문병민 ; 임문원 ; 김성준 ; 배석주, "웨이블릿 스펙트럼을 이용한스마트 팩토리 설비의 이상감지 및 진단" 한국신뢰성학회 19 (19): 22-30, 2019

      3 X. S. Si, "Remaining useful life estimation–a review on the statistical data driven approaches" 213 (213): 1-14, 2011

      4 R. Nariswari, "Reliability analysis of distribution transformer with bayesian mixture and cox regression approach" 179 : 305-312, 2021

      5 A. Elwany, "Real-time estimation of mean remaining life using sensor-based degradation models" 131 (131): 051005-, 2009

      6 S. Li, "On particle filtering for power transformer remaining useful life estimation" 33 (33): 2643-2653, 2018

      7 J. Foros, "Health index, risk and remaining lifetime estimation of power transformers" 35 (35): 2612-2620, 2020

      8 X. Zhang, "Estimation of the lifetime of the electrical components in distribution networks" 22 (22): 515-522, 2006

      9 Hongjun Choi ; 김창완 ; 권대일, "Data-driven fault diagnosis based on coal-fired power plant operating data" 대한기계학회 34 (34): 3931-3936, 2020

      10 D. Zhou, "Data requisites for transformer statistical lifetime modelling—Part I: Aging-related failures" 28 (28): 1750-1757, 2013

      11 V. K. Jandhyala, "Change-point methods for weibull models with applications to detection of trends in extreme temperatures" 10 (10): 547-564, 1999

      12 G. Leone, "A data-driven prognostic approach based on statistical similarity : An application to industrial circuit breakers" 108 : 163-170, 2017

      13 Q. Liu, "A condition-based maintenance model considering multiple maintenance effects on the dependent failure processes" 220 : 108267-, 2020

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