首页 | 本学科首页   官方微博 | 高级检索  
     

迭代步进值自适应调整的果蝇优化算法
引用本文:常 鹏,李树荣,葛玉磊,卢松林.迭代步进值自适应调整的果蝇优化算法[J].计算机工程与应用,2016,52(3):32-36.
作者姓名:常 鹏  李树荣  葛玉磊  卢松林
作者单位:中国石油大学(华东) 信息与控制工程学院,山东 青岛 257061
摘    要:针对传统果蝇优化算法(FOA)收敛精度不高和易陷入局部最优的缺点,提出了一种迭代步进值自适应调整的果蝇优化算法(FOAMR)。在该算法中,引入了果蝇群体速度进化因子和聚集度因子,并将迭代步进值表示为以上2个参数的函数同时定义自适应调整因子。在每次迭代时,算法根据当前果蝇群体速度进化因子和聚集度因子动态调整步进值的大小并通过自适应调整因子动态调整搜索距离的大小。对典型函数的测试结果表明,FOAMR比FOA具有更好的全局搜索能力,同时收敛速度、收敛精度明显提高。

关 键 词:果蝇优化算法  迭代步进值  速度进化因子  聚集度因子  

Fruit fly optimization algorithm with self-adapting adjustment of itera-tion step value
CHANG Peng,LI Shurong,GE Yulei,LU Songlin.Fruit fly optimization algorithm with self-adapting adjustment of itera-tion step value[J].Computer Engineering and Applications,2016,52(3):32-36.
Authors:CHANG Peng  LI Shurong  GE Yulei  LU Songlin
Affiliation:College of Information and Control Engineering, China University of Petroleum, Qingdao, Shandong 257061, China
Abstract:In order to overcome the problems of low convergence precision and easily relapsing into local extremum in basic Fruit fly Optimization Algorithm(FOA), an improved FOA called self-adapting adjustment of the iteration step value FOA(FOAMR) is proposed. The evolution speed factor and aggregation degree factor of the FOA are introduced in this new algorithm and the iteration step valueR]is formulated as a function of these two factors and adaptive adjustment factor is newly defined. At each iteration process, the iteration step valueR]can be changed dynamically based on evolution speed factor and aggregation degree factor and the searching distance changes with the variation of the adaptive adjustment factor. The experimental results show that the new algorithm has the advantages of better global searching ability, faster convergence and more precise convergence.
Keywords:Fruit fly Optimization Algorithm(FOA)  iteration step value  evolution speed factor  aggregation degree factor  
本文献已被 万方数据 等数据库收录!
点击此处可从《计算机工程与应用》浏览原始摘要信息
点击此处可从《计算机工程与应用》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号