Sensors · 2021 · 15 citations · 33 references
Gait AnalysisEngineeringMeasurement3D Pose EstimationAccelerometerWearable TechnologyPrecision NavigationOrthopaedic SurgeryMovement AnalysisKinesiologyCalibrationCamera CalibrationSystems EngineeringKinematicsInstrumentationRehabilitation EngineeringJoint Angle EstimationInclinometerHealth SciencesInertial SensorsInertial Measurement UnitsStructural Health MonitoringSensor CalibrationKnee JointHuman MovementMeasurement System
The use of inertial measurement units (IMUs) is a low-cost alternative for measuring joint angles. This study aims to present a low-cost open-source measurement system for joint angle estimation. The system is modular and has hardware and software. The hardware was developed using a low-cost IMU and microcontroller. The IMU data analysis software was developed in Python and has three fusion filters: Complementary Filter, Kalman Filter, and Madgwick Filter. Three experiments were performed for the proof of concept of the system. First, we evaluated the knee joint of Lokomat, with a predefined average range of motion (ROM) of 60∘. In the second, we evaluated our system in a real scenario, evaluating the knee of a healthy adult individual during gait. In the third experiment, we evaluated the software using data from gold standard devices, comparing the results of our software with Ground Truth. In the evaluation of the Lokomat, our system achieved an average ROM of 58.28∘, and during evaluation in a real scenario it achieved an average ROM of 44.62∘. In comparing our software with Ground Truth, we achieved a root-mean-square error of 0.04 and a mean average percentage error of 2.95%. These results encourage the use of this system in other scenarios.
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IMU-Based Joint Angle Measurement for Gait Analysis
Thomas Seel, Jörg Raisch, Thomas Schauer · Sensors · 2014 · 832 citations · Full text
Ambulatory measurement of 3D knee joint angle
Julien Favre, Brigitte M. Jolles, Rachid Aïssaoui et al. · Journal of Biomechanics · 2008 · 310 citations · Full text