利用遗传算法优化波能收集器形状的初步研究

A. P. McCabe, G. Aggidis
{"title":"利用遗传算法优化波能收集器形状的初步研究","authors":"A. P. McCabe, G. Aggidis","doi":"10.1109/SUPERGEN.2009.5348027","DOIUrl":null,"url":null,"abstract":"This paper describes an initial study into the optimisation of the shape of a wave energy collector using a genetic algorithm. The study investigates three descriptions of the surface geometry of a surging device, which are both compatible with panel-based hydrodynamic analysis software and form a suitable representation in the genetic algorithm. The analysis has been simplified by considering only the two-dimensional problem, that of optimising the cross-sectional shape of the surging body. Real-valued representation and continuous search space recombination and mutation are used in the genetic algorithm. A basic power absorption cost function is used to assess the relative performance of each candidate shape. The contribution of the results to the overall understanding of the optimization procedure and the direction of future research is discussed. In addition, the relative merits of the different geometric descriptions, and their value for further development are considered.","PeriodicalId":250585,"journal":{"name":"2009 International Conference on Sustainable Power Generation and Supply","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"A preliminary study into optimising the shape of a wave energy collector using a genetic algorithm\",\"authors\":\"A. P. McCabe, G. Aggidis\",\"doi\":\"10.1109/SUPERGEN.2009.5348027\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper describes an initial study into the optimisation of the shape of a wave energy collector using a genetic algorithm. The study investigates three descriptions of the surface geometry of a surging device, which are both compatible with panel-based hydrodynamic analysis software and form a suitable representation in the genetic algorithm. The analysis has been simplified by considering only the two-dimensional problem, that of optimising the cross-sectional shape of the surging body. Real-valued representation and continuous search space recombination and mutation are used in the genetic algorithm. A basic power absorption cost function is used to assess the relative performance of each candidate shape. The contribution of the results to the overall understanding of the optimization procedure and the direction of future research is discussed. In addition, the relative merits of the different geometric descriptions, and their value for further development are considered.\",\"PeriodicalId\":250585,\"journal\":{\"name\":\"2009 International Conference on Sustainable Power Generation and Supply\",\"volume\":\"20 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-04-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 International Conference on Sustainable Power Generation and Supply\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SUPERGEN.2009.5348027\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 International Conference on Sustainable Power Generation and Supply","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SUPERGEN.2009.5348027","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

摘要

本文描述了利用遗传算法优化波能收集器形状的初步研究。研究了激流装置表面几何形状的三种描述,它们既与基于面板的水动力分析软件兼容,又在遗传算法中形成合适的表示。将分析简化为只考虑二维问题,即喘振体截面形状的优化问题。遗传算法采用了实值表示和连续搜索空间重组和变异。一个基本的功率吸收成本函数被用来评估每个候选形状的相对性能。讨论了这些结果对整体理解优化过程和未来研究方向的贡献。此外,还讨论了不同几何描述的相对优点,以及它们的进一步发展价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A preliminary study into optimising the shape of a wave energy collector using a genetic algorithm
This paper describes an initial study into the optimisation of the shape of a wave energy collector using a genetic algorithm. The study investigates three descriptions of the surface geometry of a surging device, which are both compatible with panel-based hydrodynamic analysis software and form a suitable representation in the genetic algorithm. The analysis has been simplified by considering only the two-dimensional problem, that of optimising the cross-sectional shape of the surging body. Real-valued representation and continuous search space recombination and mutation are used in the genetic algorithm. A basic power absorption cost function is used to assess the relative performance of each candidate shape. The contribution of the results to the overall understanding of the optimization procedure and the direction of future research is discussed. In addition, the relative merits of the different geometric descriptions, and their value for further development are considered.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信