基于kriging模型的遗传算法改进等离子体执行器流动控制的风洞优化

Masahiro Kanazaki, T. Matsuno, Kengo Maeda, H. Kawazoe
{"title":"基于kriging模型的遗传算法改进等离子体执行器流动控制的风洞优化","authors":"Masahiro Kanazaki, T. Matsuno, Kengo Maeda, H. Kawazoe","doi":"10.1109/CEC.2013.6557878","DOIUrl":null,"url":null,"abstract":"A Kriging-based genetic algorithm (GA) called efficient global optimization (EGO) was employed to optimize the parameters for the operating conditions of a plasma actuator (PA). The aerodynamic performance was evaluated by wind tunnel testing to overcome the disadvantages of time-consuming numerical simulations. The developed optimization system explores the optimum waveform of parameters for AC voltage by changing the waveform automatically. The proposed system was used on the drag minimization problem around a semicircular cylinder to design the power supply for a PA. Based on the results, the optimum design and global design information were obtained while drastically reducing the number of experiments required compared to a full factorial experiment.","PeriodicalId":211988,"journal":{"name":"2013 IEEE Congress on Evolutionary Computation","volume":"73 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Wind tunnel evaluation-based optimization for improvement of flow control by plasma actuator using kriging model-based genetic algorithm\",\"authors\":\"Masahiro Kanazaki, T. Matsuno, Kengo Maeda, H. Kawazoe\",\"doi\":\"10.1109/CEC.2013.6557878\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A Kriging-based genetic algorithm (GA) called efficient global optimization (EGO) was employed to optimize the parameters for the operating conditions of a plasma actuator (PA). The aerodynamic performance was evaluated by wind tunnel testing to overcome the disadvantages of time-consuming numerical simulations. The developed optimization system explores the optimum waveform of parameters for AC voltage by changing the waveform automatically. The proposed system was used on the drag minimization problem around a semicircular cylinder to design the power supply for a PA. Based on the results, the optimum design and global design information were obtained while drastically reducing the number of experiments required compared to a full factorial experiment.\",\"PeriodicalId\":211988,\"journal\":{\"name\":\"2013 IEEE Congress on Evolutionary Computation\",\"volume\":\"73 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-06-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 IEEE Congress on Evolutionary Computation\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CEC.2013.6557878\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE Congress on Evolutionary Computation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CEC.2013.6557878","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

采用基于kriging的高效全局优化遗传算法(EGO)对等离子体作动器的工作条件进行了参数优化。为克服数值模拟耗时的缺点,采用风洞试验对气动性能进行评价。所开发的优化系统通过自动改变交流电压的波形来探索参数的最佳波形。将所提出的系统应用于半圆圆柱体周围阻力最小化问题,设计了自动放大器的电源。在此基础上,获得了最优设计和全局设计信息,与全因子实验相比,大大减少了所需的实验次数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Wind tunnel evaluation-based optimization for improvement of flow control by plasma actuator using kriging model-based genetic algorithm
A Kriging-based genetic algorithm (GA) called efficient global optimization (EGO) was employed to optimize the parameters for the operating conditions of a plasma actuator (PA). The aerodynamic performance was evaluated by wind tunnel testing to overcome the disadvantages of time-consuming numerical simulations. The developed optimization system explores the optimum waveform of parameters for AC voltage by changing the waveform automatically. The proposed system was used on the drag minimization problem around a semicircular cylinder to design the power supply for a PA. Based on the results, the optimum design and global design information were obtained while drastically reducing the number of experiments required compared to a full factorial experiment.
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
期刊最新文献
A study on two-step search based on PSO to improve convergence and diversity for Many-Objective Optimization Problems An evolutionary approach to the multi-objective pickup and delivery problem with time windows A new performance metric for user-preference based multi-objective evolutionary algorithms A new algorithm for reducing metaheuristic design effort Evaluation of gossip Vs. broadcast as communication strategies for multiple swarms solving MaOPs
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1