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Ultra-wideband radar-based accurate motion measuring: human body landmark detection and tracking with biomechanical constraints

机译:基于超宽带雷达的精确运动测量:具有生物力学约束的人体标志检测和跟踪

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摘要

The authors propose and investigate a methodology for accurate human motion measuring by detecting and tracking human body landmarks using ultra-wideband (UWB) radars. The proposed method can estimate the markers' positions and velocities in a two-dimensional space based on range measurements from a single radar given information about the markers' initial states. The detection of multiple human body landmarks is achieved by moving target indication and a new out-of-band constant false alarm rate detection, and the multiple landmark tracking is accomplished by a novel iterative convex optimisation-based approach with considerations of biomechanical constraints. The data association technique is then applied to validate and relate the detection results to target landmarks for generating range measurements, which are used for a convex optimisation-based sequential estimation algorithm to estimate the accurate marker locations. It is noted that the proposed optimisation-based sequential estimation is able to incorporate biomechanical constraints. In the field experiments, two radio frequency reflectors are attached to the wrist and the elbow of one human arm. It is demonstrated that detection and tracking of the moving trajectories of two markers are successfully achieved, and thus, the human arm motion is accurately measured using one UWB radar.
机译:作者提出并研究了一种通过使用超宽带(UWB)雷达检测和跟踪人体标志来进行精确人体运动测量的方法。所提出的方法可以基于给定有关标记初始状态信息的单个雷达的距离测量值,来估计二维空间中标记的位置和速度。通过移动目标指示和新的带外恒定虚警率检测来实现对多个人体界标的检测,并且通过考虑生物力学约束的新颖的基于迭代凸优化的方法来实现对多个界标的跟踪。然后,将数据关联技术应用于验证检测结果并将其与目标界标相关联,以生成距离测量值,并将其用于基于凸优化的顺序估计算法,以估计准确的标记位置。应当指出,所提出的基于优化的顺序估计能够合并生物力学约束。在野外实验中,两个射频反射器分别安装在一只手臂的手腕和肘部。结果表明,成功实现了对两个标记的运动轨迹的检测和跟踪,因此,使用一个UWB雷达可以准确地测量人的手臂运动。

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