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用于可扩展同步定位与制图的机器人无线传感器网络合作

Robot-WSN Cooperation for Scalable Simultaneous Localization and Mapping

作者:Arturo Torres-Gonzalez;Jose Ramiro Martinez-de Dios;Anibal Ollero 加工时间:2015-07-28 信息来源:科技报告(Other) 索取原文[17 页]
关键词:无线传感器网络;节点范围;机器人;滤波器
摘 要:This chapter proposes a scalable SLAM method that uses range measurements sensed by Wireless Sensor Networks (WSN) nodes. It integrates direct robot-node range measurements as well as measurements static nodes take from other nodes -internode measurements- exploiting WSN nodes capability of organizing into networks. To cope with the high number of measurements, the method adopts an PF-EIF SLAM filter, significantly more scalable and efficient than traditional schemes based on EKF. The integration and use of internode measurements can significantly improve map and robot estimations accuracy. It can also anticipate the deployment and convergence of the Particle Filters (PFs), resulting in lower computational burden. The proposed method has been compared with traditional schemes based on EKF both in simulation and in experiments carried out in the CONET Integrated Robot-WSN Testbed.
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