舰船科学技术2024,Vol.46Issue(1) :88-93.DOI:10.3404/j.issn.1672-7649.2024.01.015

改进高效全局优化算法在船型优化中的应用

Application of improved efficient global optimization algorithm

朱雨辰
舰船科学技术2024,Vol.46Issue(1) :88-93.DOI:10.3404/j.issn.1672-7649.2024.01.015

改进高效全局优化算法在船型优化中的应用

Application of improved efficient global optimization algorithm

朱雨辰1
扫码查看

作者信息

  • 1. 上海海事大学,上海 201306
  • 折叠

摘要

船型优化问题的复杂度越来越大,导致昂贵数值计算量越来越大,进而优化成本越来越高,对优化技术提出了更高的要求:精简计算量,降低优化成本.本文针对高效全局优化算法进行研究和开发,对其初始样本点、加点法则以及收敛条件等进行了探讨,采用多种初始样本点数启动优化,采用"期望函数"作为单目标加点法则以及欧氏距离EIM函数作为多目标加点法则,使用遗传算法对加点函数进行寻优精确定位最佳新增样本点,并通过标准优化测试函数进行了验证.为船型优化问题提供了新的思路.

Abstract

The ship hull optimization problem is becoming more and more complex,resulting in an increasing amount of expensive numerical calculations,which in turn makes the optimization cost higher and higher.This puts forward higher requirements for optimization technology,to streamline the calculation amount and reduce the optimization cost.This paper conducts research and development on efficient global optimization algorithms,discusses its initial sample points,sample point adding rules and convergence conditions,using a variety of initial sample points to start optimization.Expected Im-provement as the single-objective sample adding rule and euclidean.The distance EIM function is used as a multi-objective sample adding rule,and a genetic algorithm is used to optimize the sample adding function to accurately locate the best new sample points,and is verified through a standard optimization test function.It provides new ideas for ship type optimization problems.

关键词

船型优化/精简计算量/高效全局优化算法/加点法则

Key words

ship hull optimization/streamline the calculation amount/efficient global optimization/sample adding role

引用本文复制引用

出版年

2024
舰船科学技术
中国舰船研究院,中国船舶信息中心

舰船科学技术

CSTPCD北大核心
影响因子:0.373
ISSN:1672-7649
参考文献量13
段落导航相关论文