Assessment of Upper Body Kinematic Using Multiple Inertial Measurement Units

IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Md. Mahmudur Rahman;Kok Beng Gan;You Huay Woon;Noor Azah Abd Aziz;Audrey Huong;Kok Swee Sim
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引用次数: 0

Abstract

The use of a universal goniometer or expensive laboratory kinematic analysis equipment has traditionally served as the gold standard to quantify human body joint angle or joint range of motion measurement. However, the measurement of these human body kinematic parameters is now possible using a tiny, inexpensive, and portable wearable inertial measurement unit (IMU). The primary objective of this research is to assess the feasibility and accuracy of upper body kinematic measurement using multiple IMUs. The analysis in this study has considered the elbow and wrist joint angles, and the 12 healthy participants performed the assigned wrist (flexion/extension) and elbow (flexion/extension) movements with both hands. Three IMUs were used to measure the motion, and each joint angle was also measured with an electrogoniometer (EG). The data obtained from the IMUs were used to determine the joint angle, and the mean absolute error (MAE), mean squared error (MSE), and root-mean-square errors (RMSEs) were computed in comparison to the EG readings to evaluate the performance. An average RMSEs of 2.35° and 2.30° for elbow and wrist, respectively, were found for joint motion among the 12 subjects for all tasks. The maximum RMSE for both elbow and wrist joint angles was less than 5°, except for one measurement. A graphical user interface (GUI) was also designed and developed to help clinicians and therapists to assess patient progress, provide feedback, and motivate patients. The outcomes of our study revealed that the IMU system could be used to assess the upper extremity joint angles during functional motions.
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来源期刊
IEEE Sensors Journal
IEEE Sensors Journal 工程技术-工程:电子与电气
CiteScore
7.70
自引率
14.00%
发文量
2058
审稿时长
5.2 months
期刊介绍: The fields of interest of the IEEE Sensors Journal are the theory, design , fabrication, manufacturing and applications of devices for sensing and transducing physical, chemical and biological phenomena, with emphasis on the electronics and physics aspect of sensors and integrated sensors-actuators. IEEE Sensors Journal deals with the following: -Sensor Phenomenology, Modelling, and Evaluation -Sensor Materials, Processing, and Fabrication -Chemical and Gas Sensors -Microfluidics and Biosensors -Optical Sensors -Physical Sensors: Temperature, Mechanical, Magnetic, and others -Acoustic and Ultrasonic Sensors -Sensor Packaging -Sensor Networks -Sensor Applications -Sensor Systems: Signals, Processing, and Interfaces -Actuators and Sensor Power Systems -Sensor Signal Processing for high precision and stability (amplification, filtering, linearization, modulation/demodulation) and under harsh conditions (EMC, radiation, humidity, temperature); energy consumption/harvesting -Sensor Data Processing (soft computing with sensor data, e.g., pattern recognition, machine learning, evolutionary computation; sensor data fusion, processing of wave e.g., electromagnetic and acoustic; and non-wave, e.g., chemical, gravity, particle, thermal, radiative and non-radiative sensor data, detection, estimation and classification based on sensor data) -Sensors in Industrial Practice
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