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A Multi-Path Compensation Method for Ranging in Wearable Ultrasonic Sensor Networks for Human Gait Analysis

机译:用于人体步态分析的可穿戴超声传感器网络中的多路径补偿方法

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摘要

Gait analysis in unrestrained environments can be done with a single wearable ultrasonic sensor node on the lower limb and four fixed anchor nodes. The accuracy demanded by such systems is very high. Chirp signals can provide better ranging and localization performance in ultrasonic systems. However, we cannot neglect the multi-path effect in typical indoor environments for ultrasonic signals. The multi-path components closer to the line of sight component cannot be identified during correlation reception which leads to errors in the estimated range and which in turn affects the localization and tracking performance. We propose a novel method to reduce the multi-path effect in ultrasonic sensor networks in typical indoor environments. A gait analysis system with one mobile node attached to the lower limb was designed to test the performance of the proposed system during an indoor treadmill walking experiment. An optical motion capture system was used as a benchmark for the experiments. The proposed method gave better tracking accuracy compared to conventional coherent receivers. The static measurements gave 2.45 mm standard deviation compared to 10.45 mm using the classical approach. The RMSE between the ultrasonic gait analysis system and the reference system improved from 28.70 mm to 22.28 mm. The gait analysis system gave good performance for extraction of spatial and temporal parameters.
机译:无限制环境中的步态分析可以在下肢上的单个可穿戴超声波传感器节点和四个固定锚点节点进行。这种系统所需的准确性非常高。啁啾信号可以在超声波系统中提供更好的测距和定位性能。但是,我们不能忽视典型室内环境中的多路径效果以进行超声波信号。在相关接收期间不能识别靠近视线组件线的多路径分量,这导致估计范围内的错误,并且又会影响本地化和跟踪性能。我们提出了一种新颖的方法,可以减少典型室内环境中超声波传感器网络中的多路径效应。具有连接到下肢的一个移动节点的步态分析系统被设计为在室内跑步机行走实验期间测试所提出的系统的性能。光学运动捕获系统被用作实验的基准。与传统的相干接收器相比,所提出的方法具有更好的跟踪精度。静态测量结果给出了2.45毫米的标准偏差,而使用经典方法的10.45毫米。超声波步态分析系统和参考系统之间的RMSE从28.70 mm提高到22.28毫米。步态分析系统对抽出空间和时间参数进行了良好的性能。

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