Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology

A Taguchi-based methodology is proposed in this study in order to determine the optimum concentration of antioxidants which will enhance the oxidative stability of natural ester insulation (NEI) oil while ensuring superior dielectric strength performance. Conventional experimental testing involves t...

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Main Authors: Ghani, S. A., Muhamad, N. A., Noorden, Z. A., Zainuddin, H., Ahmad, A. A.
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Published: Institute of Electrical and Electronics Engineers Inc. 2017
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Online Access:http://eprints.utm.my/id/eprint/76249/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85022335039&doi=10.1109%2fTDEI.2017.006589&partnerID=40&md5=795933c36da26e2cfa2c8d5b381d0d48
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spelling my.utm.762492018-06-26T07:56:14Z http://eprints.utm.my/id/eprint/76249/ Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology Ghani, S. A. Muhamad, N. A. Noorden, Z. A. Zainuddin, H. Ahmad, A. A. TK Electrical engineering. Electronics Nuclear engineering A Taguchi-based methodology is proposed in this study in order to determine the optimum concentration of antioxidants which will enhance the oxidative stability of natural ester insulation (NEI) oil while ensuring superior dielectric strength performance. Conventional experimental testing involves the procurement of materials and equipment, sample preparation, experimental set-up and testing the samples with a large number of test runs to determine the optimum design parameters, which is costly and time-consuming. In this regard, the Taguchi-based methodology is advantageous since it can predict the optimum design parameters with fewer test runs. This methodology can also be used for multi-response optimization by applying a desirability function. The number of test runs for the antioxidant mixtures is generated using the L9 orthogonal array with three levels and two factors. This methodology limits the need to deal with the uncertainties associated with the range of factors, unlike the one-factor-at-a-time (OFAT) method. The oxidative induction time (OIT) and AC breakdown voltage (AC BdV) are selected as the output responses in accordance with the ASTM E1858 and ASTM D1816 standard test method, respectively. Analysis of variance (ANOVA) is used to determine the percentage contribution of each factor as well as the significance level of the model developed from the Taguchi-based methodology. The desirability function is used to transform the two output responses and generate the optimum value which complements both of the responses. Repeated tests are conducted to verify the repeatability and reproducibility of the OIT and AC BdV results for the optimized NEI oil based on a 95% confidence interval. In general, there is a significant enhancement in the OIT and AC BdV for the optimized NEI oil compared to those for fresh NEI oil. Hence, it can be concluded that the Taguchi-based methodology is a feasible approach to determine the optimum concentrations of mixed antioxidants for NEI oils. Institute of Electrical and Electronics Engineers Inc. 2017 Article PeerReviewed Ghani, S. A. and Muhamad, N. A. and Noorden, Z. A. and Zainuddin, H. and Ahmad, A. A. (2017) Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology. IEEE Transactions on Dielectrics and Electrical Insulation, 24 (3). pp. 1674-1684. ISSN 1070-9878 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85022335039&doi=10.1109%2fTDEI.2017.006589&partnerID=40&md5=795933c36da26e2cfa2c8d5b381d0d48
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Ghani, S. A.
Muhamad, N. A.
Noorden, Z. A.
Zainuddin, H.
Ahmad, A. A.
Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
description A Taguchi-based methodology is proposed in this study in order to determine the optimum concentration of antioxidants which will enhance the oxidative stability of natural ester insulation (NEI) oil while ensuring superior dielectric strength performance. Conventional experimental testing involves the procurement of materials and equipment, sample preparation, experimental set-up and testing the samples with a large number of test runs to determine the optimum design parameters, which is costly and time-consuming. In this regard, the Taguchi-based methodology is advantageous since it can predict the optimum design parameters with fewer test runs. This methodology can also be used for multi-response optimization by applying a desirability function. The number of test runs for the antioxidant mixtures is generated using the L9 orthogonal array with three levels and two factors. This methodology limits the need to deal with the uncertainties associated with the range of factors, unlike the one-factor-at-a-time (OFAT) method. The oxidative induction time (OIT) and AC breakdown voltage (AC BdV) are selected as the output responses in accordance with the ASTM E1858 and ASTM D1816 standard test method, respectively. Analysis of variance (ANOVA) is used to determine the percentage contribution of each factor as well as the significance level of the model developed from the Taguchi-based methodology. The desirability function is used to transform the two output responses and generate the optimum value which complements both of the responses. Repeated tests are conducted to verify the repeatability and reproducibility of the OIT and AC BdV results for the optimized NEI oil based on a 95% confidence interval. In general, there is a significant enhancement in the OIT and AC BdV for the optimized NEI oil compared to those for fresh NEI oil. Hence, it can be concluded that the Taguchi-based methodology is a feasible approach to determine the optimum concentrations of mixed antioxidants for NEI oils.
format Article
author Ghani, S. A.
Muhamad, N. A.
Noorden, Z. A.
Zainuddin, H.
Ahmad, A. A.
author_facet Ghani, S. A.
Muhamad, N. A.
Noorden, Z. A.
Zainuddin, H.
Ahmad, A. A.
author_sort Ghani, S. A.
title Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
title_short Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
title_full Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
title_fullStr Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
title_full_unstemmed Multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
title_sort multi-response optimization of the properties of natural ester oil with mixed antioxidants using taguchi-based methodology
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2017
url http://eprints.utm.my/id/eprint/76249/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85022335039&doi=10.1109%2fTDEI.2017.006589&partnerID=40&md5=795933c36da26e2cfa2c8d5b381d0d48
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