Towards Optimal Ship Design and Valuable Knowledge Discovery Under Uncertain Conditions

被引:0
|
作者
Deb, Kalyanmoy [1 ]
Lu, Zhichao [1 ]
McKesson, Chris B. [2 ]
Trumbach, Cherie C. [3 ]
DeCan, Larry [4 ]
机构
[1] Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48824 USA
[2] Univ British Columbia, Dept Mech Engn, Vancouver, BC V6T 1Z4, Canada
[3] Univ New Orleans, Dept Management & Mkt, New Orleans, LA 70148 USA
[4] Univ New Orleans, Sch Naval Architecture & Marine Engn, New Orleans, LA 70148 USA
关键词
PARETO-OPTIMAL SOLUTIONS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Ship design is a complex engineering activity which requires a multidisciplinary consideration in arriving at design objectives and constraints. An optimal design of such problems require a multi-objective optimization method that is capable of finding multiple trade-off solutions, not only to choose a preferred solution for implementation, but also to have a deeper understanding of the interactions among design variables. In this paper, we consider two ship design models involving uncertainties in design variables, and demonstrate the usefulness of an evolutionary multi-objective optimization (EMO) method and subsequent data analysis procedures in arriving at valuable design principles that enhance the knowledge of a designer. The study is pedagogical yet provide key insights of ship design issues and importantly outlines the systematic procedure for applying the technology to other more complex design problems.
引用
收藏
页码:1815 / 1822
页数:8
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