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Range-only fuzzy Voronoi-enhanced localization of mobile robots in wireless sensor networks

机译:无线传感器网络中移动机器人的仅范围模糊Voronoi增强定位

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摘要

Wireless Sensor Network (WSN) localization has shown a growing research interest, thanks to the expected proliferation of WSN applications. This work is focused on indoor localization of a mobile robot in a WSN using only inter-node range measurements, which are estimated by radio frequency signal strength attenuation. These measurements are affected by different sources of uncertainty that make them highly noisy and unreliable. The proposed approach makes use of fuzzy logic for modeling and dealing with such uncertain information. Besides, the position estimation is enhanced using a rough description of indoor environment. The experiments show that the proposed localization approach (i) is fault-tolerant, (ii) results feasible in low-density WSNs, and (iii) provides better position estimations than well-known localization methods when the position measurements are affected by high uncertainty.
机译:无线传感器网络(WSN)的本地化已显示出越来越高的研究兴趣,这归功于WSN应用程序的预期增长。这项工作的重点是仅使用节点间距离测量来在WSN中对移动机器人进行室内定位,该距离测量是通过射频信号强度衰减来估算的。这些测量受到不确定性来源的影响,这些不确定性会导致它们高度嘈杂且不可靠。所提出的方法利用模糊逻辑对这种不确定信息进行建模和处理。此外,使用室内环境的粗略描述来增强位置估计。实验表明,所提出的定位方法(i)是容错的,(ii)在低密度WSN中可行的结果,并且(iii)当位置测量受到高度不确定性的影响时,位置估计比众所周知的定位方法更好。

著录项

  • 来源
    《Robotica》 |2012年第7期|p.1063-1077|共15页
  • 作者

    D. Herrero; H. Martinez;

  • 作者单位

    Department of Information and Communications Engineering, University of Murcia, 30100 Espinardo, Murcia, Spain;

    Department of Information and Communications Engineering, University of Murcia, 30100 Espinardo, Murcia, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    self-localization; fuzzy logic; autonomous robots; wireless sensor networks;

    机译:自我定位模糊逻辑;自主机器人无线传感器网络;

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