采用模糊逻辑和问题特定变异方法提高遗传算法的频谱优化性能

N.H. Eklund, M. Embrechts
{"title":"采用模糊逻辑和问题特定变异方法提高遗传算法的频谱优化性能","authors":"N.H. Eklund, M. Embrechts","doi":"10.1109/SMCIA.2001.936745","DOIUrl":null,"url":null,"abstract":"This paper presents an improved method for determining the optimal filter (with respect to efficiency) to move a lamp from its \"natural\" position in color space to an arbitrary position in color space. Compared to a fixed parameter GA application employing the \"chromosome smoothing operator\" the use of fuzzy control of some GA parameters and application specific mutation methods leads to a substantial reduction in the number of function evaluations required, while maintaining the same overall level of solution quality.","PeriodicalId":104202,"journal":{"name":"SMCia/01. Proceedings of the 2001 IEEE Mountain Workshop on Soft Computing in Industrial Applications (Cat. No.01EX504)","volume":"52 2S2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2001-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Employing fuzzy logic and problem specific mutation methods to boost the performance of spectrum optimization via genetic algorithms\",\"authors\":\"N.H. Eklund, M. Embrechts\",\"doi\":\"10.1109/SMCIA.2001.936745\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents an improved method for determining the optimal filter (with respect to efficiency) to move a lamp from its \\\"natural\\\" position in color space to an arbitrary position in color space. Compared to a fixed parameter GA application employing the \\\"chromosome smoothing operator\\\" the use of fuzzy control of some GA parameters and application specific mutation methods leads to a substantial reduction in the number of function evaluations required, while maintaining the same overall level of solution quality.\",\"PeriodicalId\":104202,\"journal\":{\"name\":\"SMCia/01. Proceedings of the 2001 IEEE Mountain Workshop on Soft Computing in Industrial Applications (Cat. No.01EX504)\",\"volume\":\"52 2S2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2001-06-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"SMCia/01. Proceedings of the 2001 IEEE Mountain Workshop on Soft Computing in Industrial Applications (Cat. No.01EX504)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SMCIA.2001.936745\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"SMCia/01. Proceedings of the 2001 IEEE Mountain Workshop on Soft Computing in Industrial Applications (Cat. No.01EX504)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SMCIA.2001.936745","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

摘要

本文提出了一种改进的方法来确定最佳过滤器(相对于效率),以将灯从其在色彩空间中的“自然”位置移动到色彩空间中的任意位置。与使用“染色体平滑算子”的固定参数遗传算法相比,使用某些遗传算法参数的模糊控制和应用特定的突变方法可以大大减少所需的函数评估次数,同时保持相同的总体解质量水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Employing fuzzy logic and problem specific mutation methods to boost the performance of spectrum optimization via genetic algorithms
This paper presents an improved method for determining the optimal filter (with respect to efficiency) to move a lamp from its "natural" position in color space to an arbitrary position in color space. Compared to a fixed parameter GA application employing the "chromosome smoothing operator" the use of fuzzy control of some GA parameters and application specific mutation methods leads to a substantial reduction in the number of function evaluations required, while maintaining the same overall level of solution quality.
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