首页 | 本学科首页   官方微博 | 高级检索  
     

绝对定位机制下目标位置估计辅助的群机器人搜索
引用本文:昝云龙,薛颂东,曾建潮. 绝对定位机制下目标位置估计辅助的群机器人搜索[J]. 模式识别与人工智能, 2013, 26(4): 321-327
作者姓名:昝云龙  薛颂东  曾建潮
作者单位:太原科技大学计算机科学与技术学院物联网工程技术研究中心太原030024
基金项目:国家自然科学基金项目,山西省自然科学基金项目
摘    要:基于扩展微粒群算法模型控制群机器人协同搜索目标时,成员机器人在社会经验和自身认知,主要是社会经验引导下逐步向目标趋近.由于社会经验仅从成员机器人的认知中“选举”产生,未形式化地融合多个机器人的经验,因此文中从群机器人通信子系统在本质上属于无线传感器网络的事实出发,引入集体决策机制,改进社会经验的生成模式.用无线传感器网络中的测距定位方法来估计目标位置,并将估计值作为社会经验引入现有模型.仿真结果表明,当群体规模够大时,采用文中社会经验生成模式可使协同搜索速度得到提高.

关 键 词:群机器人  扩展微粒群算法模型  目标搜索  机器人节点  测距定位  
收稿时间:2011-11-14

Target Position Estimation Aided Swarm Robotic Search under Conditions of Absolute Localization Mechanism
ZAN Yun-Long , XUE Song-Dong , ZENG Jian-Chao. Target Position Estimation Aided Swarm Robotic Search under Conditions of Absolute Localization Mechanism[J]. Pattern Recognition and Artificial Intelligence, 2013, 26(4): 321-327
Authors:ZAN Yun-Long    XUE Song-Dong    ZENG Jian-Chao
Affiliation:Engineering Technology of Internet of Things Research Center,Computer Science and Technology School,
Taiyuan University of Science and Technology,Taiyuan 030024
Abstract:When swarm robots are controlled cooperatively following the extended particle swarm optimization model for target search,each member robot is guided by social experience and its cognition to move step by step toward the potential goal. However,in this mechanism the social experience must be elected from the cognition of member robots rather than formal fusion. Wireless sensor network is a characteristic of swarm robotic system in aspect of physical properties,on the basis of that,a target position estimation method is employed. The range-based localization of wireless sensor network is used for target position estimation to replace social experience in the existing model. Results of simulations show that the proposed mode of social experience producing outperforms the existing ones when swarm scale is big enough,which makes cooperation search efficiency raised.
Keywords:Swarm Robot  Extended Particle Swarm Optimization  Target Search  Robot Node  Range-Based Localization
本文献已被 CNKI 万方数据 等数据库收录!
点击此处可从《模式识别与人工智能》浏览原始摘要信息
点击此处可从《模式识别与人工智能》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号