Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman
Harrington’s desirability function approach is frequently used to overcome the problem of optimization of multiple responses simultaneously. However, this method will give a huge impact in the presence of outliers. Hence, it is not reliable to use Harrington’s desirability function method to find t...
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| Format: | Article |
| Language: | English |
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Unit Penerbitan UiTM Kelantan
2018
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| Online Access: | https://ir.uitm.edu.my/id/eprint/24230/ |
| _version_ | 1848805933015105536 |
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| author | Abd Aziz, Abd Aziz Nasuhar As, Nurul Awanis Noraziman, Siti Nurliana |
| author_facet | Abd Aziz, Abd Aziz Nasuhar As, Nurul Awanis Noraziman, Siti Nurliana |
| author_sort | Abd Aziz, Abd Aziz Nasuhar |
| building | UiTM Institutional Repository |
| collection | Online Access |
| description | Harrington’s desirability function approach is frequently used to overcome the problem of optimization of multiple responses simultaneously. However, this method will give a huge impact in the presence of outliers. Hence, it is not reliable to use Harrington’s desirability function method to find the optimum responses in this case because it is not resistant to outliers. As an alternative, Modified Geometric Mean (MGM) approach is proposed to estimate the parameter since this approach is resistant to outliers. Numerical example study is carried out to compare the performance of the proposed method with existing procedures. Based on the value of the overall desirability function,D,MGM is better compared with Harrington’s desirability function as it clearly shows that the value of D is larger and the standard error of the MGM approach is smaller. In overall, it is evident that the MGM approach can be an alternative method in dealing with the presence of outliers |
| first_indexed | 2025-11-14T22:18:54Z |
| format | Article |
| id | uitm-24230 |
| institution | Universiti Teknologi MARA |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T22:18:54Z |
| publishDate | 2018 |
| publisher | Unit Penerbitan UiTM Kelantan |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | uitm-242302020-04-30T15:50:19Z https://ir.uitm.edu.my/id/eprint/24230/ Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman jmcs Abd Aziz, Abd Aziz Nasuhar As, Nurul Awanis Noraziman, Siti Nurliana Instruments and machines Harrington’s desirability function approach is frequently used to overcome the problem of optimization of multiple responses simultaneously. However, this method will give a huge impact in the presence of outliers. Hence, it is not reliable to use Harrington’s desirability function method to find the optimum responses in this case because it is not resistant to outliers. As an alternative, Modified Geometric Mean (MGM) approach is proposed to estimate the parameter since this approach is resistant to outliers. Numerical example study is carried out to compare the performance of the proposed method with existing procedures. Based on the value of the overall desirability function,D,MGM is better compared with Harrington’s desirability function as it clearly shows that the value of D is larger and the standard error of the MGM approach is smaller. In overall, it is evident that the MGM approach can be an alternative method in dealing with the presence of outliers Unit Penerbitan UiTM Kelantan 2018-06 Article PeerReviewed text en https://ir.uitm.edu.my/id/eprint/24230/1/AJ_NASUHAR%20ABD%20AZIZ%20JMCS%2018.pdf Abd Aziz, Abd Aziz Nasuhar and As, Nurul Awanis and Noraziman, Siti Nurliana (2018) Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman. (2018) Journal of Mathematics and Computing Science (JMCS) <https://ir.uitm.edu.my/view/publication/Journal_of_Mathematics_and_Computing_Science_=28JMCS=29.html>, 1 (1). pp. 39-54. ISSN 0128-0767 https://jmcs.com.my/ |
| spellingShingle | Instruments and machines Abd Aziz, Abd Aziz Nasuhar As, Nurul Awanis Noraziman, Siti Nurliana Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title | Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title_full | Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title_fullStr | Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title_full_unstemmed | Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title_short | Modified desirability function for optimization of multiple responses / Nasuhar Abd Aziz, Nurul Awanis AS and Siti Nurliana Noraziman |
| title_sort | modified desirability function for optimization of multiple responses / nasuhar abd aziz, nurul awanis as and siti nurliana noraziman |
| topic | Instruments and machines |
| url | https://ir.uitm.edu.my/id/eprint/24230/ https://ir.uitm.edu.my/id/eprint/24230/ |