Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies

This paper presents an investigation of the condition state distribution and performance condition curve of the transformer population under different pre-determined maintenance repair rates based on the Markov Prediction Model (MPM). In total, 3195 oil samples from 373 transformers with an age betw...

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Main Authors: Yahaya, Muhammad Sharil, Azis, Norhafiz, Mohd Selva, Amran, Ab Kadir, Mohd Zainal Abidin, Jasni, Jasronita, Hairi, Mohd Hendra, Yang Ghazali, Young Zaidey, Talib, Mohd Aizam
Format: Article
Language:English
Published: MDPI 2018
Online Access:http://psasir.upm.edu.my/id/eprint/72440/1/Effect%20of%20pre-determined%20maintenance%20repair%20rates.pdf
http://psasir.upm.edu.my/id/eprint/72440/
https://www.mdpi.com/2071-1050/10/10/3399
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.724402020-06-10T07:31:11Z http://psasir.upm.edu.my/id/eprint/72440/ Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies Yahaya, Muhammad Sharil Azis, Norhafiz Mohd Selva, Amran Ab Kadir, Mohd Zainal Abidin Jasni, Jasronita Hairi, Mohd Hendra Yang Ghazali, Young Zaidey Talib, Mohd Aizam This paper presents an investigation of the condition state distribution and performance condition curve of the transformer population under different pre-determined maintenance repair rates based on the Markov Prediction Model (MPM). In total, 3195 oil samples from 373 transformers with an age between one and 25 years were tested. The previously computed Health Index (HI) prediction model of the transformer population based on MPM utilizing the nonlinear minimization technique was employed in this study. The transition probabilities for each of the states were updated based on 10%, 20% and 30% pre-determined maintenance repair rates for the sensitivity study. Next, the HI state distribution and performance condition curve were analyzed based on the Markov chain algorithm. Based on the case study, it is found that the pre-determined maintenance repair rates can affect the HI state distribution and improve the performance condition curve. The 30% pre-determined maintenance repair rate gives the highest impact, especially for the transformer population at state 4 (poor). Overall, the average percentage of change for all HI state distributions is 16.48%. A clear improvement of HI state distribution is found at state 4 (poor) where the highest percentage can be up to 63.25%. MDPI 2018 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/72440/1/Effect%20of%20pre-determined%20maintenance%20repair%20rates.pdf Yahaya, Muhammad Sharil and Azis, Norhafiz and Mohd Selva, Amran and Ab Kadir, Mohd Zainal Abidin and Jasni, Jasronita and Hairi, Mohd Hendra and Yang Ghazali, Young Zaidey and Talib, Mohd Aizam (2018) Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies. Sustainability, 10 (10). pp. 1-13. ISSN 2071-1050 https://www.mdpi.com/2071-1050/10/10/3399 10.3390/su10103399
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description This paper presents an investigation of the condition state distribution and performance condition curve of the transformer population under different pre-determined maintenance repair rates based on the Markov Prediction Model (MPM). In total, 3195 oil samples from 373 transformers with an age between one and 25 years were tested. The previously computed Health Index (HI) prediction model of the transformer population based on MPM utilizing the nonlinear minimization technique was employed in this study. The transition probabilities for each of the states were updated based on 10%, 20% and 30% pre-determined maintenance repair rates for the sensitivity study. Next, the HI state distribution and performance condition curve were analyzed based on the Markov chain algorithm. Based on the case study, it is found that the pre-determined maintenance repair rates can affect the HI state distribution and improve the performance condition curve. The 30% pre-determined maintenance repair rate gives the highest impact, especially for the transformer population at state 4 (poor). Overall, the average percentage of change for all HI state distributions is 16.48%. A clear improvement of HI state distribution is found at state 4 (poor) where the highest percentage can be up to 63.25%.
format Article
author Yahaya, Muhammad Sharil
Azis, Norhafiz
Mohd Selva, Amran
Ab Kadir, Mohd Zainal Abidin
Jasni, Jasronita
Hairi, Mohd Hendra
Yang Ghazali, Young Zaidey
Talib, Mohd Aizam
spellingShingle Yahaya, Muhammad Sharil
Azis, Norhafiz
Mohd Selva, Amran
Ab Kadir, Mohd Zainal Abidin
Jasni, Jasronita
Hairi, Mohd Hendra
Yang Ghazali, Young Zaidey
Talib, Mohd Aizam
Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
author_facet Yahaya, Muhammad Sharil
Azis, Norhafiz
Mohd Selva, Amran
Ab Kadir, Mohd Zainal Abidin
Jasni, Jasronita
Hairi, Mohd Hendra
Yang Ghazali, Young Zaidey
Talib, Mohd Aizam
author_sort Yahaya, Muhammad Sharil
title Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
title_short Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
title_full Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
title_fullStr Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
title_full_unstemmed Effect of pre-determined maintenance repair rates on the Health Index state distribution and performance condition curve based on Markov Prediction Model for sustainable transformers asset management strategies
title_sort effect of pre-determined maintenance repair rates on the health index state distribution and performance condition curve based on markov prediction model for sustainable transformers asset management strategies
publisher MDPI
publishDate 2018
url http://psasir.upm.edu.my/id/eprint/72440/1/Effect%20of%20pre-determined%20maintenance%20repair%20rates.pdf
http://psasir.upm.edu.my/id/eprint/72440/
https://www.mdpi.com/2071-1050/10/10/3399
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