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模因内三角概率选择混合蛙跳算法
引用本文:朱光宇.模因内三角概率选择混合蛙跳算法[J].计算机集成制造系统,2009,15(10).
作者姓名:朱光宇
作者单位:福州大学,机械工程及自动化学院,福建,福州,350002
基金项目:福建省高等学校新世纪优秀人才支持计划资助项目(XSJRC2007-08);;福建省科技厅重点资助项目(2009H0025);;福建省自然科学基金(2009J01246)~~
摘    要:为优化拱架型多头贴片机贴装顺序,建立了贴装顺序数学模型。按照三角概率分布选择多只蛙实现模因进化的策略,改进混合蛙跳算法,构建模因内三角概率选择混合蛙跳算法,解决了贴装顺序优化问题。实验表明,新算法具有比混合蛙跳算法更高的收敛率,比基因遗传算法具有更好的准确性及更高的收敛率,有效解决了贴装顺序优化问题。通过算法参数分析得出,随着蛙群个体数量的增加,算法能够得到更优解;模因组数对算法的影响小于蛙群的个体数量;对应不同蛙群的个体数量,有一个与之对应的模因组数,使算法相对稳定。

关 键 词:组合优化  贴装顺序优化  三角概率分布  混合蛙跳算法  数学模型  

Meme triangular probability distribution shuffled frog-leaping algorithm
ZHU Guang-yu.Meme triangular probability distribution shuffled frog-leaping algorithm[J].Computer Integrated Manufacturing Systems,2009,15(10).
Authors:ZHU Guang-yu
Affiliation:College of Mechanical Engineering & Automation;Fuzhou University;Fuzhou 350002;China
Abstract:To optimize the component placement sequence of gantry surface mounting machine,a mathematical model of component sequence was established,and the triangular probability distribution shuffled frog-leaping algorithm was proposed with the strategy of selecting several frogs for meme evolution.These frogs were selected according to triangular probability distribution.The presented algorithm was used to resolve the optimization problem of component placement sequence.Experiment results indicated that the improv...
Keywords:combinatorial optimization  placement sequence optimization  triangular probability distribution  shuffled frog-leaping algorithm  mathematical models  
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