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基于蚁群聚类的码书设计
引用本文:胡宏梅,董恩清.基于蚁群聚类的码书设计[J].苏州大学学报(工科版),2007,27(2):32-35.
作者姓名:胡宏梅  董恩清
作者单位:苏州大学电子信息学院,江苏,苏州,215021
摘    要:针对蚁群算法设计码书所存在的缺点,提出了改进,即引入了频率敏感方法,通过增加失真测度来减小蚂蚁重复选择同一个聚类的可能性,增加了选择的随机性,跳出了局部较小解,避免了停滞现象。有效地提高了其全局搜索能力。通过仿真实验,可以看出该算法码书的改善性能和寻优的高速率。

关 键 词:蚁群算法  矢量量化  码书设计  频率敏感方法
文章编号:1673-047X(2007)02-0032-04
收稿时间:2006-04-12
修稿时间:2006-04-12

Codebook Design Based on Ant Colony Clustering
HU Hong-mei,DONG En-qing.Codebook Design Based on Ant Colony Clustering[J].Journal of Suzhou University(Engineering Science Edition),2007,27(2):32-35.
Authors:HU Hong-mei  DONG En-qing
Affiliation:College of Electronics and Information Engineering, Suzhou University, Suzhou 215021, China
Abstract:A new algorithm for codebook design, that combines ant colony with frequency sensitivity measure, is proposed by analyzing the shortcoming of codebook design based on ant colony clustering. The algorithm decrease the possibility of choosing the same clustering by increasing the distance between the centroid and vectors, in other word,it increases the randomicity in order to escape the local minimum and to prevent stagnation behaviour occurring. The experiment shows that we can effectively improve the ability to global search and the quality of codebook.
Keywords:ant colony algorithm  vector quantization  codebook design  frequency sensitivity measure
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