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首页> 外文期刊>IEEE Transactions on Instrumentation and Measurement >High-Accuracy Localization and Calibration for 5-DoF Indoor Magnetic Positioning Systems
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High-Accuracy Localization and Calibration for 5-DoF Indoor Magnetic Positioning Systems

机译:5自由度室内磁性定位系统的高精度定位和校准

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摘要

Magnetic local positioning systems are a well-suited candidate for reliable indoor positioning systems, as they are robust against blocking by dielectric materials like walls or people. The system presented in this paper is implemented with a one-axis magnetic transmitter and several three-axis field sensors connected to a complete sensor network. Unfortunately, the performance of the system is severely impaired by field sensor nonidealities such as magnetic coupling of the sensor coils, coil misalignment, field sensor rotation, and unsynchronized sampling. In this paper, the overall field sensor impairments and an additive Gaussian noise model superposing the magnetic field are mathematically described. Then, a novel calibration scheme for the overall field sensor nonidealities is presented. Furthermore, a statistically optimal localization procedure coping with the field sensor nonidealities is developed. The proposed novel localization and calibration algorithms are demonstrated in a common office environment with a size of 7 m x 5 m x 3 m. Thereby, the calibration impressively reduces the position root-mean-square error (RMSE) from 46.8 to 10.6 cm and the angle RMSE from 24.8 degrees to 6.1 degrees.
机译:磁性局部定位系统是可靠的室内定位系统的理想选择,因为它们坚固耐用,可防止墙壁或人等介电材料阻塞。本文介绍的系统是通过一个单轴磁发送器和连接到完整传感器网络的几个三轴磁场传感器实现的。不幸的是,磁场传感器的非理想性(例如传感器线圈的磁耦合,线圈未对准,磁场传感器旋转和不同步采样)严重损害了系统的性能。在本文中,用数学方法描述了整个磁场传感器的损伤以及叠加磁场的加性高斯噪声模型。然后,提出了一种用于整体场传感器非理想性的新颖校准方案。此外,开发了一种应对现场传感器非理想状态的统计学上最佳的定位程序。在大小为7 m x 5 m x 3 m的普通办公环境中演示了提出的新颖定位和校准算法。从而,校准显着地将位置均方根误差(RMSE)从46.8减小到10.6 cm,并将角度RMSE从24.8度减小到6.1度。

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