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Global path planning approach based on ant colony optimization algorithm
  • ISSN号:1004-4132
  • 期刊名称:《系统工程与电子技术:英文版》
  • 时间:0
  • 分类:TP242.6[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]School of information Science and Engineering, Central South University, Changsha 410083, China, [2]Department of Computer Science and Technology, Hunan University of Technology, Zhuzhou 412008, China
  • 相关基金:Projects(60234030, 60404021) supported by the National Natural Science Foundation of China The authors sincerely thank the all members of Intelligent Robot Laboratory of Central South University.
中文摘要:

蚂蚁殖民地优化(ACO ) 算法被修改优化全球路径。为了模仿真实蚂蚁殖民地,根据蚂蚁殖民地和食物的特征的 foraging 行为,附近的区域和气味区域的概念被介绍。Theformer 能保证路径的差异,后者保证每只蚂蚁能到达目标。然后,整个路径被划分成三部分, ACO 被用来寻找第二条部分路径。三部分什么时候轻拍 hes,被调整,最后的路径被发现。有效路径和无效路径被定义保证路径有效。最后, pheromone 搜索的策略被使用寻找最佳路径。然而,当仅仅 pheromone 被用来寻找最佳路径时, ACO 容易收敛。为了避免这早熟的集中,联合 pheromone 搜索和随机,寻找,一个混合蚂蚁殖民地算法(HACO ) 被用来发现最佳路径。在 ACO 和 HACO 之间的比较证明 HACO 能被用来发现最短的路径。

英文摘要:

Ant colony optimization (ACO) algorithm was modified to optimize the global path. In order to simulate the real ant colonies, according to the foraging behavior of ant colonies and the characteristic of food, conceptions of neighboring area and smell area were presented. The former can ensure the diversity of paths and the latter ensures that each ant can reach the goal. Then the whole path was divided into three parts and ACO was used to search the second part path. When the three parts pathes were adjusted, the final path was found. The valid path and invalid path were defined to ensure the path valid. Finally, the strategies of the pheromone search were applied to search the optimum path. However, when only the pheromone was used to search the optimum path, ACO converges easily. In order to avoid this premature convergence, combining pheromone search and random search, a hybrid ant colony algorithm(HACO) was used to find the optimum path. The comparison between ACO and HACO shows that HACO can be used to find the shortest path.

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期刊信息
  • 《系统工程与电子技术:英文版》
  • 主管单位:中国航天机电集团
  • 主办单位:中国航天工业总公司二院
  • 主编:高淑霞
  • 地址:北京海淀区永定路52号
  • 邮编:100854
  • 邮箱:jseeoffice@126.com
  • 电话:010-68388406 68386014
  • 国际标准刊号:ISSN:1004-4132
  • 国内统一刊号:ISSN:11-3018/N
  • 邮发代号:82-270
  • 获奖情况:
  • 航天系统优秀期刊奖,美国工程索引(EI)和英国科学文摘(SA)收录
  • 国内外数据库收录:
  • 荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,美国科学引文索引(扩展库),英国科学文摘数据库
  • 被引量:242