Multidisciplinary design optimization of BLISS-2000 based on OpenMDAO:research on process, strategy and parameters

ObjectiveThis paper aims to study the influence of the approximation model, consistency constraints, and boundary update strategy of the BLISS-2000 multidisciplinary design optimization method on its convergence performance and optimization efficiency based on OpenMDAO. MethodFirst, the optimization process and boundary update strategy of BLISS-2000 are given. A BLISS-2000 model is then established based on OpenMDAO, and its accuracy is verified by mathematical and engineering examples. Finally, the effects of the approximation model's accuracy, consistency equality constraints, constraint relaxation, and boundary update strategy on the convergence performance and optimization efficiency of the model are studied. ResultsThe results show that improving the accuracy of the approximation model and selecting the appropriate constraint relaxation factors and boundary update factors can greatly improve the convergence performance and optimization efficiency of the BLISS-2000 model. At the same time, the recommended values of the relevant parameters based on constraint relaxation are obtained. ConclusionThe results of this study can provide useful references for the improvement of the BLISS-2000 method and its application in the conceptual design stage of ships and marine equipment.

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Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2024-12-01
DOI
https://doi.org/10.19693/j.issn.1673-3185.04064
Primary Topic
Digital Humanities and Scholarship
Type
article
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article

Multidisciplinary design optimization of BLISS-2000 based on OpenMDAO:research on process, strategy and parameters

SHILAP Revista de lepidopterología
Digital Humanities and Scholarship
article

Multidisciplinary design optimization of BLISS-2000 based on OpenMDAO:research on process, strategy and parameters

article en

Abstract

ObjectiveThis paper aims to study the influence of the approximation model, consistency constraints, and boundary update strategy of the BLISS-2000 multidisciplinary design optimization method on its convergence performance and optimization efficiency based on OpenMDAO. MethodFirst, the optimization process and boundary update strategy of BLISS-2000 are given. A BLISS-2000 model is then established based on OpenMDAO, and its accuracy is verified by mathematical and engineering examples. Finally, the effects of the approximation model's accuracy, consistency equality constraints, constraint relaxation, and boundary update strategy on the convergence performance and optimization efficiency of the model are studied. ResultsThe results show that improving the accuracy of the approximation model and selecting the appropriate constraint relaxation factors and boundary update factors can greatly improve the convergence performance and optimization efficiency of the BLISS-2000 model. At the same time, the recommended values of the relevant parameters based on constraint relaxation are obtained. ConclusionThe results of this study can provide useful references for the improvement of the BLISS-2000 method and its application in the conceptual design stage of ships and marine equipment.

SHILAP Revista de lepidopterología
Shanghai Jiao Tong University (CN)
Life below water
Openalex Percentile: Top 38%
Digital Humanities and Scholarship
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