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基于膜计算的扩散优化算法及工程应用

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文中提出一种全局优化算法,称为基于膜计算的扩散优化算法(MC-DOA).该算法受到叶绿体和线粒体双膜细胞结构以及粒子扩散现象的启发,利用一个混合膜结构系统和四种不同的粒子搜索策略来寻找全局最优值.选取了两类基准测试函数对MC-DOA的性能进行测试试验,结果表明:MC-DOA能够精确快速的找到测试函数的最优值.将MC-DOA应用到实际工程问题——船舶螺旋桨参数优化设计当中,结果显示MC-DOA能够通过对螺旋桨参数的优化,有效地提高螺旋桨的敞水效率,表明了 MC-DOA在船舶优化设计领域的适用性和有效性.
Diffusion Optimization Algorithm and Engineering Application Based on Membrane Calculation
A global optimization algorithm called diffusion optimization algorithm based on membrane computing(MC-DOA)was proposed.Inspired by the cell structure of chloroplast and mitochondria and the phenomenon of particle diffusion,the algorithm used a mixed membrane structure system and four different particle search strategies to find the global optimal value.Two kinds of benchmark functions were selected to test the performance of MC-DOA.The results show that MC-DOA can find the optimal value of the test function accurately and quickly.The MC-DOA was applied to the practi-cal engineering problem-the optimization design of ship propeller parameters.The results show that MC-DOA can effectively improve the open water efficiency of propeller by optimizing propeller param-eters,which shows the applicability and effectiveness of MC-DOA in the field of ship optimization de-sign.

optimization algorithmsmembrane calculationsparticle diffusion strategiesparameter design optimization

张燕冰、汪皓、王丽铮、郑龙

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武汉理工大学船海与能源动力工程学院 武汉 430063

中国船级社秦皇岛分社 秦皇岛 066000

优化算法 膜计算 粒子扩散策略 参数设计优化

船舶总体性能创新研究开放基金项目

30222221

2024

武汉理工大学学报(交通科学与工程版)
武汉理工大学

武汉理工大学学报(交通科学与工程版)

CSTPCD
影响因子:0.462
ISSN:2095-3844
年,卷(期):2024.48(1)
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