TY - GEN
T1 - A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps
AU - Blanco Diaz, Cristian Felipe
AU - Katerine Quitian González, Angie
AU - Isaza, Sebastian Jaramillo
AU - Orjuela-Cañón, Alvaro D.
PY - 2019/6
Y1 - 2019/6
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85070905761&partnerID=8YFLogxK
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U2 - 10.1109/ColCACI.2019.8781991
DO - 10.1109/ColCACI.2019.8781991
M3 - Conference contribution
T3 - 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings
BT - 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings
A2 - Orjuela-Canon, Alvaro David
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019
Y2 - 5 June 2019 through 7 June 2019
ER -