Ant colony search algorithms for optimal polygonal approximation of plane curves

被引:69
|
作者
Yin, PY [1 ]
机构
[1] Ming Chuan Univ, Dept Comp Sci & Informat Engn, Taoyuan 333, Taiwan
关键词
polygonal approximation; genetic algorithm; tabu search; ant colony search algorithm; local optimal solution; global optimal solution;
D O I
10.1016/S0031-3203(02)00321-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new polygonal approximation method using ant colony search algorithm. The problem is represented by a directed graph such that the objective of the original problem becomes to find the shortest closed circuit on the graph under the problem-specific constraints. A number of artificial ants are distributed on the graph and communicate with one another through the pheromone trails which are a form of the long-term memory guiding the future exploration of the graph. The important properties of the proposed method are thoroughly investigated. The performance of the proposed method as compared to those of the genetic-based and the tabu search-based approaches is very promising. (C) 2003 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights resi-rved.
引用
收藏
页码:1783 / 1797
页数:15
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