A progressive trigonometric mixed response surface method for double-loop interval optimization
For some highly nonlinear problems, the general second-order response surface method (RSM) cannot satisfy the accuracy requirement. To improve accuracy, the highest order number has to be determined in advance. Thus, a progressive trigonometric mixed response surface method (PTMRSM) was proposed to...
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Multidisciplinary Digital Publishing Institute (MDPI)
2023
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my.upm.eprints.1066552024-10-11T08:59:23Z http://psasir.upm.edu.my/id/eprint/106655/ A progressive trigonometric mixed response surface method for double-loop interval optimization Zheng, Guanchao Xu, Wen Mohd Ariffin, Mohd Khairol Anuar Abdul Aziz, Nuraini Ahmad, Siti Azfanizam For some highly nonlinear problems, the general second-order response surface method (RSM) cannot satisfy the accuracy requirement. To improve accuracy, the highest order number has to be determined in advance. Thus, a progressive trigonometric mixed response surface method (PTMRSM) was proposed to enhance the approximation accuracy and define the highest order number, rather than determining it in advance. After that, a double-loop interval optimization process could be constructed using this PTMRSM to save time while maintaining accuracy when compared to other experimental or computational methods. Unfortunately, the traditional double-loop interval optimization method had issues with the probability of reliable constraints. Then, for the construction of this double-loop interval optimization process, the modified reliable constraints were introduced. A more reliable and effective double-loop interval optimization was introduced for addressing practical engineering problems using the effective approximate method of the PTMRSM and the amended reliable constraints. Two numerical test functions and a composite submersible hull were performed to verify the accuracy and effectiveness of the PTMRSM and the double-loop interval optimization. Multidisciplinary Digital Publishing Institute (MDPI) 2023-07-10 Article PeerReviewed text en cc_by_4 http://psasir.upm.edu.my/id/eprint/106655/1/106655.pdf Zheng, Guanchao and Xu, Wen and Mohd Ariffin, Mohd Khairol Anuar and Abdul Aziz, Nuraini and Ahmad, Siti Azfanizam (2023) A progressive trigonometric mixed response surface method for double-loop interval optimization. Journal of Marine Science and Engineering, 11 (7). art. no. 1394. pp. 1-29. ISSN 2077-1312 https://www.mdpi.com/2077-1312/11/7/1394 10.3390/jmse11071394 |
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For some highly nonlinear problems, the general second-order response surface method (RSM) cannot satisfy the accuracy requirement. To improve accuracy, the highest order number has to be determined in advance. Thus, a progressive trigonometric mixed response surface method (PTMRSM) was proposed to enhance the approximation accuracy and define the highest order number, rather than determining it in advance. After that, a double-loop interval optimization process could be constructed using this PTMRSM to save time while maintaining accuracy when compared to other experimental or computational methods. Unfortunately, the traditional double-loop interval optimization method had issues with the probability of reliable constraints. Then, for the construction of this double-loop interval optimization process, the modified reliable constraints were introduced. A more reliable and effective double-loop interval optimization was introduced for addressing practical engineering problems using the effective approximate method of the PTMRSM and the amended reliable constraints. Two numerical test functions and a composite submersible hull were performed to verify the accuracy and effectiveness of the PTMRSM and the double-loop interval optimization. |
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Article |
author |
Zheng, Guanchao Xu, Wen Mohd Ariffin, Mohd Khairol Anuar Abdul Aziz, Nuraini Ahmad, Siti Azfanizam |
spellingShingle |
Zheng, Guanchao Xu, Wen Mohd Ariffin, Mohd Khairol Anuar Abdul Aziz, Nuraini Ahmad, Siti Azfanizam A progressive trigonometric mixed response surface method for double-loop interval optimization |
author_facet |
Zheng, Guanchao Xu, Wen Mohd Ariffin, Mohd Khairol Anuar Abdul Aziz, Nuraini Ahmad, Siti Azfanizam |
author_sort |
Zheng, Guanchao |
title |
A progressive trigonometric mixed response surface method for double-loop interval optimization |
title_short |
A progressive trigonometric mixed response surface method for double-loop interval optimization |
title_full |
A progressive trigonometric mixed response surface method for double-loop interval optimization |
title_fullStr |
A progressive trigonometric mixed response surface method for double-loop interval optimization |
title_full_unstemmed |
A progressive trigonometric mixed response surface method for double-loop interval optimization |
title_sort |
progressive trigonometric mixed response surface method for double-loop interval optimization |
publisher |
Multidisciplinary Digital Publishing Institute (MDPI) |
publishDate |
2023 |
url |
http://psasir.upm.edu.my/id/eprint/106655/1/106655.pdf http://psasir.upm.edu.my/id/eprint/106655/ https://www.mdpi.com/2077-1312/11/7/1394 |
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