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2015 | OriginalPaper | Buchkapitel

51. Engineering Asset Life Span Evaluation Using Logistic Regression

verfasst von : Amy J. C. Trappey, Charles V. Trappey, Wan-Ting Tsao

Erschienen in: Proceedings of the 7th World Congress on Engineering Asset Management (WCEAM 2012)

Verlag: Springer International Publishing

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Abstract

Large-sized engineering assets, such as electrical transformers, are critical parts of the power supply chain. This research identifies the key parameters influencing transformer optimal operating conditions and asset life span management. Engineering asset research has developed few life span-forecasting methodologies for managing transformers in operation with respect to their maintenance, repair, and replacement policies. Using logistic regression (LR) models, this research develops an innovative transformer life span-forecasting approach and verifies the models with data from series of 161-kV transformers to improve the accuracy and efficiency for industrial applications. The transformer supplier and their stakeholders benefit from reliable and accurate asset life prediction, which enhances the reliability of decision making for engineering asset management.

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Literatur
1.
Zurück zum Zitat Chaidee E, Tippachon W (2011) Failure statistics and condition evaluation for power transformer maintenance. In: Asia-Pacific power and energy engineering conference (APPEEC), Wuhan, China, pp 1–4, 25–28 March 2011 Chaidee E, Tippachon W (2011) Failure statistics and condition evaluation for power transformer maintenance. In: Asia-Pacific power and energy engineering conference (APPEEC), Wuhan, China, pp 1–4, 25–28 March 2011
2.
Zurück zum Zitat Chen Q, Egan DM (2006) A Bayesian method for transformer life estimation using Perks’ Hazard function. IEEE Trans Power Syst 21(4):1954–1965CrossRef Chen Q, Egan DM (2006) A Bayesian method for transformer life estimation using Perks’ Hazard function. IEEE Trans Power Syst 21(4):1954–1965CrossRef
3.
Zurück zum Zitat Zheng YC (1993) The temperature inhibition and life diagnosis of oil-immersed transformer. Fortune Electr Mag 2:34–40 (in Chinese) Zheng YC (1993) The temperature inhibition and life diagnosis of oil-immersed transformer. Fortune Electr Mag 2:34–40 (in Chinese)
4.
Zurück zum Zitat Institute of Electrical and Electronics Engineers (2009) C57.104-2008 IEEE Guide for the interpretation of gases generated in oil-Immersed transformers, pp 1–27 (Feb 2) Institute of Electrical and Electronics Engineers (2009) C57.104-2008 IEEE Guide for the interpretation of gases generated in oil-Immersed transformers, pp 1–27 (Feb 2)
5.
Zurück zum Zitat International Electrotechnical Commission (2007) IEC 60599 Ed. 2.1 b: 2007 mineral oil-impregnated electrical equipment in service—guide to the interpretation of dissolved and free gases analysis International Electrotechnical Commission (2007) IEC 60599 Ed. 2.1 b: 2007 mineral oil-impregnated electrical equipment in service—guide to the interpretation of dissolved and free gases analysis
6.
Zurück zum Zitat Stebbins RD, Myers DS, Shkolnik AB (2003) Furanic compounds in dielectric liquid samples: review and update of diagnostic interpretation and estimation of insulation ageing. In: Proceedings of the 7th international conference on properties and applications of dielectric materials, Nagoya, pp 921–926, 1–5 June Stebbins RD, Myers DS, Shkolnik AB (2003) Furanic compounds in dielectric liquid samples: review and update of diagnostic interpretation and estimation of insulation ageing. In: Proceedings of the 7th international conference on properties and applications of dielectric materials, Nagoya, pp 921–926, 1–5 June
7.
Zurück zum Zitat Pradhan MK, Ramu TS (2005) On the estimation of elapsed life of oil-immersed power transformers. IEEE Trans Power Delivery 20(3):1962–1969CrossRef Pradhan MK, Ramu TS (2005) On the estimation of elapsed life of oil-immersed power transformers. IEEE Trans Power Delivery 20(3):1962–1969CrossRef
8.
Zurück zum Zitat Ariffin MF, Ghosh PS (2007) Estimating the age of paper insulation in 33/11 kV distribution power transformers using mathematical modeling. In: 19th international conference on electricity distribution, Vienna, pp 1–4, 21–24 May 2007 Ariffin MF, Ghosh PS (2007) Estimating the age of paper insulation in 33/11 kV distribution power transformers using mathematical modeling. In: 19th international conference on electricity distribution, Vienna, pp 1–4, 21–24 May 2007
9.
Zurück zum Zitat Wouters PAAF, Schijndel AV, Wetzer JM (2011) Remaining lifetime modeling of power transformers: individual assets and fleets. IEEE Electr Insul Mag 27(1):45–51CrossRef Wouters PAAF, Schijndel AV, Wetzer JM (2011) Remaining lifetime modeling of power transformers: individual assets and fleets. IEEE Electr Insul Mag 27(1):45–51CrossRef
10.
Zurück zum Zitat Trappey CV, Wu HY, Taghaboni-Dutta F, Trappey AJC (2011) Using patent data for technology forecasting: China RFID patent analysis. Adv Eng Inform 25:53–64CrossRef Trappey CV, Wu HY, Taghaboni-Dutta F, Trappey AJC (2011) Using patent data for technology forecasting: China RFID patent analysis. Adv Eng Inform 25:53–64CrossRef
11.
Zurück zum Zitat Yan J, Lee J (2005) Degradation assessment and fault modes classification using logistic regression. J Manuf Sci Eng 127:912–914CrossRef Yan J, Lee J (2005) Degradation assessment and fault modes classification using logistic regression. J Manuf Sci Eng 127:912–914CrossRef
12.
Zurück zum Zitat Berkson J (1944) Application of the logistic function to bio-assay. J Am Stat Assoc 39(227):357–365 Berkson J (1944) Application of the logistic function to bio-assay. J Am Stat Assoc 39(227):357–365
Metadaten
Titel
Engineering Asset Life Span Evaluation Using Logistic Regression
verfasst von
Amy J. C. Trappey
Charles V. Trappey
Wan-Ting Tsao
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-06966-1_51

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