Can Machine Learning Predict Running Kinematics Based on Upper Trunk GPS-Based IMU Acceleration? A Novel Method of Conducting Biomechanical Analysis in the Field Using Artificial Neural Networks
Author:
Affiliation:
1. School of Health Science and Wellbeing, Staffordshire University, Stoke-on-Trent ST4 2DE, UK
2. Middlesbrough Football Club, Middlesbrough TS3 6RS, UK
3. School of Health and Society, University of Salford, Greater Manchester M6 6PU, UK
Abstract
Publisher
MDPI AG
Link
https://www.mdpi.com/2076-3417/14/5/1730/pdf
Reference46 articles.
1. Prediction of Lower Limb Joint Angles and Moments during Gait Using Artificial Neural Networks;Mundt;Med. Biol. Eng. Comput.,2020
2. Zimmermann, T., Taetz, B., and Bleser, G. (2018). IMU-to-Segment Assignment and Orientation Alignment for the Lower Body Using Deep Learning. Sensors, 18.
3. Mundt, M., Johnson, W.R., Potthast, W., Markert, B., Mian, A., and Alderson, J. (2021). A Comparison of Three Neural Network Approaches for Estimating Joint Angles and Moments from Inertial Measurement Units. Sensors, 21.
4. Rapp, E., Shin, S., Thomsen, W., Ferber, R., and Halilaj, E. (2021). Estimation of Kinematics from Inertial Measurement Units Using a Combined Deep Learning and Optimization Framework. J. Biomech., 116.
5. Lim, H., Kim, B., and Park, S. (2019). Prediction of Lower Limb Kinetics and Kinematics during Walking by a Single IMU on the Lower Back Using Machine Learning. Sensors, 20.
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