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

Cristian Felipe Blanco Diaz; Angie Katerine Quitian González; Sebastian Jaramillo Isaza; Alvaro D. Orjuela-Cañón

doi:10.1109/ColCACI.2019.8781991

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

Cristian Felipe Blanco Diaz, Angie Katerine Quitian González, Sebastian Jaramillo Isaza, Alvaro D. Orjuela-Cañón

Research output: Chapter in Book/Report › Conference contribution

1 Scopus citations

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.

Original language	English (US)
Title of host publication	2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings
Editors	Alvaro David Orjuela-Canon
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728116143
DOIs	https://doi.org/10.1109/ColCACI.2019.8781991
State	Published - Jun 2019
Event	2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Barranquilla, Colombia Duration: Jun 5 2019 → Jun 7 2019

Publication series

Name	2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings

Conference

Conference	2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019
Country/Territory	Colombia
City	Barranquilla
Period	6/5/19 → 6/7/19

All Science Journal Classification (ASJC) codes

Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Computer Vision and Pattern Recognition
Information Systems

Access to Document

10.1109/ColCACI.2019.8781991

Cite this

Blanco Diaz, C. F., Katerine Quitian González, A., Isaza, S. J., & Orjuela-Cañón, A. D. (2019). A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps. In A. D. Orjuela-Canon (Ed.), 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings Article 8781991 (2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ColCACI.2019.8781991

Blanco Diaz, Cristian Felipe ; Katerine Quitian González, Angie ; Isaza, Sebastian Jaramillo et al. / A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps. 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings. editor / Alvaro David Orjuela-Canon. Institute of Electrical and Electronics Engineers Inc., 2019. (2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings).

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title = "A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps",

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.",

author = "{Blanco Diaz}, {Cristian Felipe} and {Katerine Quitian Gonz{\'a}lez}, Angie and Isaza, {Sebastian Jaramillo} and Orjuela-Ca{\~n}{\'o}n, {Alvaro D.}",

year = "2019",

month = jun,

doi = "10.1109/ColCACI.2019.8781991",

language = "English (US)",

series = "2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Orjuela-Canon, {Alvaro David}",

booktitle = "2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings",

address = "United States",

note = "2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 ; Conference date: 05-06-2019 Through 07-06-2019",

}

Blanco Diaz, CF, Katerine Quitian González, A, Isaza, SJ & Orjuela-Cañón, AD 2019, A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps. in AD Orjuela-Canon (ed.), 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings., 8781991, 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019, Barranquilla, Colombia, 6/5/19. https://doi.org/10.1109/ColCACI.2019.8781991

A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps. / Blanco Diaz, Cristian Felipe; Katerine Quitian González, Angie; Isaza, Sebastian Jaramillo et al.
2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings. ed. / Alvaro David Orjuela-Canon. Institute of Electrical and Electronics Engineers Inc., 2019. 8781991 (2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings).

Research output: Chapter in Book/Report › Conference contribution

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.

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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.

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Y2 - 5 June 2019 through 7 June 2019

ER -

Blanco Diaz CF, Katerine Quitian González A, Isaza SJ, Orjuela-Cañón AD. A Biomechanical Analysis of Free Squat Exercise Employing Self-Organizing Maps. In Orjuela-Canon AD, editor, 2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2019. 8781991. (2019 IEEE Colombian Conference on Applications in Computational Intelligence, ColCACI 2019 - Proceedings). doi: 10.1109/ColCACI.2019.8781991

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

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