基于APO的群机器人目标搜索仿真系统设计Simulation Design for Swarm Robots Search System Based on Artificial Physics Optimization Algorithm
谢丽萍,周中余,张春梅,张宏丽
摘要(Abstract):
针对群机器人目标搜索问题,采用拟态物理学优化算法作为群机器人的建模工具,参考优化个体间的引斥力规则建立机器人间的作用力规则,参考优化个体的质量函数构造有关机器人感知强度的虚拟质量函数,建立群机器人目标搜索模型。根据模型参数较多,要求查看群机器人搜索过程的特点,开发了基于拟态物理学优化算法的群机器人目标搜索仿真系统,实现了参数的灵活定制,动态演示群机器人搜索过程以及生成实验结果报表等功能。
关键词(KeyWords): 拟态物理学;群机器人;目标搜索;虚拟力;仿真系统
基金项目(Foundation): 山西省青年科学基金(2011021014-1);; 太原科技大学博士启动基金(20112009);; 山西省UIT项目(2011254);; 太原科技大学UIT项目(XJ2010061)
作者(Author): 谢丽萍,周中余,张春梅,张宏丽
参考文献(References):
- [1]李进,薛松东,曾建潮,等.群机器人目标搜索中的通信模式研究[J].太原科技大学学报,2011,32(4):264-268.
- [2]谢丽萍,曾建潮.基于拟态物理学方法的全局优化算法[J].计算机研究与发展,2011,48(5):848-854.
- [3]XIE LIPING,TAN YING,ZENG JIANCHAO,et al.Artificial physics optimization:a brief survey[J].International Journal of Bio-Inspired Computation,2010,2(5):291-302.
- [4]XIE LIPING,TAN YING,ZENG JIANCHAO,et al.The convergence analysis of artificial physics optimisation algorithm[J].Int.J.of Intelligent Information and Database Systems,2011,5(6):536-554.
- [5]XIE LIPING,ZENG JIANCHAO,RICHARD A FORMATO.Convergence Analysis and Performance of the Extended ArtificialPhysics Optimization Algorithm[J].Applied Mathematics and Computation,2011,218:4000-4011.
- [6]XIE LIPING,ZENG JIANCHAO,CAI XINGJUAN.A Hybrid Vector Artificial Physics Optimization with Multi-Dimensional SearchMethod[C]//The 2nd International Conference on Innovations in Bio-inspired Computing and Applications(IBICA-2011),Shenz-hen:2011.
- [7]YANG G J,XIE L P,TAN Y,et al.A Hybrid Vector Artificial Physics Optimization with One-Dimensional Search Method[C]//International Conference on Computational Aspects of Social Networks,Taiyuan,China:2010.
- [8]XIE LIPING,TAN YING,ZENG JIANCHAO.A Study on the Effect of Vmax in Artificial Physics Optimization Algorithm with HighDimension[C]//The Second International Conference of Soft Computing and Pattern Recognition,Dalian:2011.
- [9]XIE LIPING,ZENG JIANCHAO.A Hybrid Vector Artificial Physics Optimization for Constrained Optimization Problems[C]//TheFirst International Conference on Robot,Vision and Signal Processing,Taiwan,Kaohsiung:2011.