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MEMS Inertial Sensors Based Gait Analysis for Rehabilitation Assessment via Multi-Sensor Fusion

机译:基于MEMS惯性传感器的步态分析通过多传感器融合进行康复评估

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摘要

Gait and posture are regular activities which are fully controlled by the sensorimotor cortex. In this study, fluctuations of joint angle and asymmetry of foot elevation in human walking stride records are analyzed to assess gait in healthy adults and patients affected with gait disorders. This paper aims to build a low-cost, intelligent and lightweight wearable gait analysis platform based on the emerging body sensor networks, which can be used for rehabilitation assessment of patients with gait impairments. A calibration method for accelerometer and magnetometer was proposed to deal with ubiquitous orthoronal error and magnetic disturbance. Proportional integral controller based complementary filter and error correction of gait parameters have been defined with a multi-sensor data fusion algorithm. The purpose of the current work is to investigate the effectiveness of obtained gait data in differentiating healthy subjects and patients with gait impairments. Preliminary clinical gait experiments results showed that the proposed system can be effective in auxiliary diagnosis and rehabilitation plan formulation compared to existing methods, which indicated that the proposed method has great potential as an auxiliary for medical rehabilitation assessment.
机译:步态和姿势是正常的活动,完全由感觉运动皮层控制。在这项研究中,分析了人类步幅记录中关节角度的波动和脚部抬高的不对称性,以评估健康成年人和步态障碍患者的步态。本文旨在基于新兴的人体传感器网络构建低成本,智能,轻巧的可穿戴步态分析平台,该平台可用于步态障碍患者的康复评估。提出了加速度计和磁力计的标定方法,以解决普遍存在的正交误差和磁干扰。使用多传感器数据融合算法定义了基于比例积分控制器的互补滤波器和步态参数的误差校正。当前工作的目的是调查所获得的步态数据在区分健康受试者和步态障碍患者中的​​有效性。初步的临床步态实验结果表明,与现有方法相比,该系统可以有效地辅助诊断和制定康复计划,表明该方法作为医学康复评估的辅助方法具有很大的潜力。

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