首页> 外文会议>Chinese Control Conference >The Research of Indoor Three-Dimensional Positioning Algorithm Based on Ultra-Wideband Technology
【24h】

The Research of Indoor Three-Dimensional Positioning Algorithm Based on Ultra-Wideband Technology

机译:基于超宽带技术的室内三维定位算法研究

获取原文

摘要

In the positioning of the target in the three-dimensional indoor scene, the non-line of sight (NLOS) error caused by the occlusion of the obstacle will seriously reduce the positioning accuracy of Chan algorithm. The Taylor series positioning algorithm can suppress the NLOS error, but the algorithm is dependent on the selection of the initial value, and the initial value selection is not suitable, which can lead to the non-convergence of the algorithm. Aiming at the above problems, a fast and accurate Chan-Taylor series joint three-dimensional localization algorithm is proposed. First, the time of arrival (TOA) data obtained by the ultra-wideband (UWB) technology measurement is analyzed by the residual discrimination method, and whether the NLOS error exists in the measured data is identified. Then, aiming at the existence of NLOS error, the positioning result obtained by the Chan algorithm is used as the initial positioning value of the Taylor series positioning algorithm, and the positioning position is further iteratively calculated by the Taylor series expansion method. In the case of the line of sight distance (LOS), a single Chan location algorithm is still used for calculation. The experimental results show that the Chan-Taylor series joint three-dimensional localization algorithm improves the positioning speed and effectively suppresses the adverse effect of NLOS error on the positioning accuracy, and can reach the positioning accuracy of less than 0.2m in 73% case.
机译:在三维室内场景中目标的定位中,由于障碍物的遮挡而导致的非视线(NLOS)误差会严重降低Chan算法的定位精度。泰勒级数定位算法可以抑制NLOS误差,但是算法依赖于初始值的选择,初始值的选择不合适,可能导致算法的不收敛性。针对以上问题,提出了一种快速,准确的Chan-Taylor级数联合三维定位算法。首先,通过残差判别方法分析通过超宽带(UWB)技术测量获得的到达时间(TOA)数据,并确定测量数据中是否存在NLOS误差。然后,针对NLOS误差的存在,将通过Chan算法获得的定位结果作为泰勒级数定位算法的初始定位值,并通过泰勒级数展开法进一步迭代计算出定位位置。在视线距离(LOS)的情况下,仍然使用单个Chan定位算法进行计算。实验结果表明,Chan-Taylor系列联合三维定位算法提高了定位速度,有效地抑制了NLOS误差对定位精度的不利影响,在73%的情况下可以达到小于0.2m的定位精度。

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