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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Main Authors: Zheng, Guanchao, Xu, Wen, Mohd Ariffin, Mohd Khairol Anuar, Abdul Aziz, Nuraini, Ahmad, Siti Azfanizam
Format: Article
Language:English
Published: Multidisciplinary Digital Publishing Institute (MDPI) 2023
Online Access:http://psasir.upm.edu.my/id/eprint/106655/
http://psasir.upm.edu.my/id/eprint/106655/1/106655.pdf
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author Zheng, Guanchao
Xu, Wen
Mohd Ariffin, Mohd Khairol Anuar
Abdul Aziz, Nuraini
Ahmad, Siti Azfanizam
author_facet Zheng, Guanchao
Xu, Wen
Mohd Ariffin, Mohd Khairol Anuar
Abdul Aziz, Nuraini
Ahmad, Siti Azfanizam
author_sort Zheng, Guanchao
building UPM Institutional Repository
collection Online Access
description 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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language English
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publishDate 2023
publisher Multidisciplinary Digital Publishing Institute (MDPI)
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spelling upm-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
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
title 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_short 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
url http://psasir.upm.edu.my/id/eprint/106655/
http://psasir.upm.edu.my/id/eprint/106655/
http://psasir.upm.edu.my/id/eprint/106655/
http://psasir.upm.edu.my/id/eprint/106655/1/106655.pdf