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A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps

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Autores
Blanco Diaz C.F.
Katerine Quitian González A.
Isaza S.J.
Orjuela Cañón, Alvaro David

Fecha
2019

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Institute of Electrical and Electronics Engineers Inc.

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Métricas alternativas

Resumen
Abstract
With the current employment of visualization tools, different techniques may be used to understand multivariable information. This document presents an alternative method for the analysis of biomechanical phenomena, presenting the knee joint execution of free squat exercise. For this, the MaxTRAQ software and the open-source and cross-platform software Mokka were employed. A system of cameras allowed to digitize the movements. Then, with the use of Self-Organizing Maps tasks of visualization and clustering were developed for multivariate data. Results showed that this tool allows finding nonlinear relations between the analyzed input variables and outputs, when the data treatment demands an extra-work because of its dimensionality. © 2019 IEEE.
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Keywords
Biomechanics , Conformal mapping , Data visualization , Joints (anatomy) , Multivariable systems , Neural networks , Open source software , Open systems , Visualization , Biomechanical analysis , Cross-platform software , Knee analysis , Multi variables , Multivariate data , Nonlinear relations , Squat movement , Visualization tools , Self organizing maps , Artificial neural networks , Biomechanics , Knee analysis , Self organizing maps , Squat movement
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