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A Novel Method to Estimate the Full Knee Joint Kinematics Using Low Cost IMU Sensors for Easy to Implement Low Cost Diagnostics

机译:一种使用低成本IMU传感器估算全膝关节运动学的新颖方法可轻松实现低成本诊断

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摘要

Traditional motion capture systems are the current standard in the assessment of knee joint kinematics. These systems are, however, very costly, complex to handle, and, in some conditions, fail to estimate the varus/valgus and internal/external rotation accurately due to the camera setup. This paper presents a novel and comprehensive method to infer the full relative motion of the knee joint, including the flexion/extension, varus/valgus, and internal/external rotation, using only low cost inertial measurement units (IMU) connected to the upper and lower leg. Furthermore, sensors can be placed arbitrarily and only require a short calibration, making it an easy-to-use and portable clinical analysis tool. The presented method yields both adequate results and displays the uncertainty band on those results to the user. The proposed method is based on an fixed interval smoother relying on a simple dynamic model of the legs and judicially chosen constraints to estimate the rigid body motion of the leg segments in a world reference frame. In this pilot study, benchmarking of the method on a calibrated robotic manipulator, serving as leg analogue, and comparison with camera-based techniques confirm the method’s accurateness as an easy-to-implement, low-cost clinical tool.
机译:传统的运动捕捉系统是评估膝关节运动学的当前标准。但是,这些系统非常昂贵,操作复杂,并且在某些情况下,由于摄像机设置的原因,无法准确估算内翻/外翻以及内部/外部旋转。本文提出了一种新颖而全面的方法,仅使用连接到上肢和下肢的低成本惯性测量单元(IMU)推断膝关节的全部相对运动,包括屈曲/伸展,内翻/外翻和内/外旋转。小腿。此外,传感器可以任意放置,仅需短暂校准即可,使其成为易于使用和便携式的临床分析工具。所提出的方法既产生适当的结果,又向用户显示这些结果的不确定带。所提出的方法基于固定间隔平滑器,平滑间隔依赖于腿的简单动态模型和合理选择的约束来估计世界参考框架中腿段的刚体运动。在这项初步研究中,该方法在经过校准的机器人操纵器上进行了基准测试(作为腿部模拟物),并与基于摄像头的技术进行了比较,证实了该方法作为一种易于实施的低成本临床工具的准确性。

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