Application of a surrogate modeling to the ship structural design

Prebeg, Pero and Žanić, Vedran and Važić, Božo (2014) Application of a surrogate modeling to the ship structural design. = Application of a surrogate modeling to the ship structural design. Ocean Engineering, 84. pp. 259-272. ISSN 0029-8018. Vrsta rada: ["eprint_fieldopt_article_type_article" not defined]. Kvartili JCR: Q1 (2014). Točan broj autora: 3.

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Abstract

Multi-criteria design of complex engineering systems is methodologically and computationally demanding and time consuming process. Optimization algorithms, problem decomposition, surrogate modeling and methods for decision support are synthesis methods that are usually employed to solve the design problem. The objective of the research presented in this paper was to improve the design process of complex thin-walled ship structures through an application of surrogate modeling on this type of a problem. Methods considered are integrated into interactive computing environment for multi-criteria design in order to enable effective and efficient interaction between designer and design problem within given design timeframe. Surrogate modeling was applied for the approximation of structural responses in order to reduce a number of finite element method (FEM) calculations inside of optimization loop. Applicability of the proposed approach and suitability of different surrogate modeling methods for that purpose is extensively tested on the simple barge example. © 2014 Elsevier Ltd.

Item Type:	Article (["eprint_fieldopt_article_type_article" not defined])
Keywords (Croatian):	Algorithms; Computer simulation; Computer systems; Decision support systems; Naval architecture; Optimization; Radial basis function networks; Ships; Structural design; Structural optimization; Complex engineering system; Efficient interaction; Kriging; Multi-criteria designs; Optimization algorithms; Radial basis functions; Response surface; Surrogate model; Problem solving
Subjects:	TECHNICAL SCIENCE > Shipbuilding
Divisions:	600 Department of Naval Engineering and Marine Technology > 620 Chair of Marine Structures Design
Indexed in Web of Science:	Yes
Indexed in Current Contents:	Yes
Quartiles:	Q1 (2014)
Date Deposited:	03 Jun 2015 06:40
Last Modified:	25 Oct 2017 09:26
URI:	http://repozitorij.fsb.hr/id/eprint/4205

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