...
首页> 外文期刊>Progress in Artificial Intelligence >An Algorithm for Accurate and Robust Indoor Localization Based on Nonlinear Programming
【24h】

An Algorithm for Accurate and Robust Indoor Localization Based on Nonlinear Programming

机译:一种基于非线性编程的准确且鲁棒室内定位的算法

获取原文
获取原文并翻译 | 示例
           

摘要

The study of techniques to estimate the position of mobile devices with a high level of accuracy and robustness is essential to provide advanced location based services in indoor environments. An algorithm to enable mobile devices to estimate their positions in known indoor environments is proposed in this paper under the assumption that fixed anchor nodes are available at known locations. The proposed algorithm is specifically designed to be executed on the mobile device whose position is under investigation, and it allows the device to estimate its position within the environment by actively measuring distance estimates from the anchor nodes. In order to reduce the impact of the errors caused by the arrangement of the anchor nodes in the environment, the proposed algorithm first transforms the localization problem into an optimization problem, and then, it solves the derived optimization problem using techniques inspired by nonlinear programming. Experimental results obtained using ultra-wide band signaling are presented to assess the performance of the algorithm and to compare it with reference alternatives. The presented experimental results confirm that the proposed algorithm provides an increased level of accuracy and robustness with respect to two reference alternatives, regardless of the position of the anchor nodes.
机译:对估计具有高精度和鲁棒性的移动设备位置的技术研究对于提供基于高级位置的服务在室内环境中是必不可少的。在本文中提出了一种使能移动设备来估计其在已知的室内环境中的位置的算法,在该论文中,假设固定锚点节点可在已知位置可用。所提出的算法专门设计用于在其位置正在研究的移动设备上执行,并且它允许设备通过主动测量来自锚节点的距离估计来估计其在环境内的位置。为了降低由环境中锚节点的布置引起的错误的影响,所提出的算法首先将定位问题转换为优化问题,然后使用由非线性编程的启发的技术解决导出的优化问题。提出了使用超宽带信令获得的实验结果以评估算法的性能并将其与参考替代品进行比较。呈现的实验结果证实,无论锚节点的位置如何,所提出的算法提供了相对于两个参考替代方案的准确性和鲁棒性水平。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号