A novel progressive response surface method for high-order polynomial metamodel
The response surface method (RSM) model as a general metamodel has already widely been applied to many practical problems. However, the majority of studies only focus on the 2nd-order terms RSM model instead of how to determine the high-order terms. This paper introduced a novel progressive response...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Published: |
Institute of Physics Publishing Ltd.
2022
|
| _version_ | 1811137573729337344 |
|---|---|
| author | Zheng, Guanchao Mohd Ariffin, Mohd Khairol Anuar Ahmad, Siti Azfanizam Abdul Aziz, Nuraini Wen, Xu |
| author_facet | Zheng, Guanchao Mohd Ariffin, Mohd Khairol Anuar Ahmad, Siti Azfanizam Abdul Aziz, Nuraini Wen, Xu |
| author_sort | Zheng, Guanchao |
| collection | UPM |
| description | The response surface method (RSM) model as a general metamodel has already widely been applied to many practical problems. However, the majority of studies only focus on the 2nd-order terms RSM model instead of how to determine the high-order terms. This paper introduced a novel progressive response surface method (NPRSM) combining optimal Latin hypercube design (OLHD), moving least square method (MLSM) and statistical test. This NPRSM model can decide the high-order terms by progressive procedure. Then three numerical function can be proposed to validate the accuracy and the approximated performance of the NPRSM model. |
| first_indexed | 2024-09-25T03:36:27Z |
| format | Article |
| id | upm.eprints-100268 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-09-25T03:36:27Z |
| publishDate | 2022 |
| publisher | Institute of Physics Publishing Ltd. |
| record_format | dspace |
| spelling | upm.eprints-1002682024-07-10T06:09:41Z http://psasir.upm.edu.my/id/eprint/100268/ A novel progressive response surface method for high-order polynomial metamodel Zheng, Guanchao Mohd Ariffin, Mohd Khairol Anuar Ahmad, Siti Azfanizam Abdul Aziz, Nuraini Wen, Xu The response surface method (RSM) model as a general metamodel has already widely been applied to many practical problems. However, the majority of studies only focus on the 2nd-order terms RSM model instead of how to determine the high-order terms. This paper introduced a novel progressive response surface method (NPRSM) combining optimal Latin hypercube design (OLHD), moving least square method (MLSM) and statistical test. This NPRSM model can decide the high-order terms by progressive procedure. Then three numerical function can be proposed to validate the accuracy and the approximated performance of the NPRSM model. Institute of Physics Publishing Ltd. 2022-04-19 Article PeerReviewed Zheng, Guanchao and Mohd Ariffin, Mohd Khairol Anuar and Ahmad, Siti Azfanizam and Abdul Aziz, Nuraini and Wen, Xu (2022) A novel progressive response surface method for high-order polynomial metamodel. Journal of Physics: Conference Series, 2224. art. no. 12045. pp. 1-12. ISSN 1742-6596 https://iopscience.iop.org/article/10.1088/1742-6596/2224/1/012045 10.1088/1742-6596/2224/1/012045 |
| spellingShingle | Zheng, Guanchao Mohd Ariffin, Mohd Khairol Anuar Ahmad, Siti Azfanizam Abdul Aziz, Nuraini Wen, Xu A novel progressive response surface method for high-order polynomial metamodel |
| title | A novel progressive response surface method for high-order polynomial metamodel |
| title_full | A novel progressive response surface method for high-order polynomial metamodel |
| title_fullStr | A novel progressive response surface method for high-order polynomial metamodel |
| title_full_unstemmed | A novel progressive response surface method for high-order polynomial metamodel |
| title_short | A novel progressive response surface method for high-order polynomial metamodel |
| title_sort | novel progressive response surface method for high order polynomial metamodel |
| work_keys_str_mv | AT zhengguanchao anovelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT mohdariffinmohdkhairolanuar anovelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT ahmadsitiazfanizam anovelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT abdulaziznuraini anovelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT wenxu anovelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT zhengguanchao novelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT mohdariffinmohdkhairolanuar novelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT ahmadsitiazfanizam novelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT abdulaziznuraini novelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel AT wenxu novelprogressiveresponsesurfacemethodforhighorderpolynomialmetamodel |