R
Roberto A. Gómez-Loenzo
Researcher at Autonomous University of Queretaro
Publications - 12
Citations - 260
Roberto A. Gómez-Loenzo is an academic researcher from Autonomous University of Queretaro. The author has contributed to research in topics: Servo drive & Machining. The author has an hindex of 6, co-authored 11 publications receiving 117 citations.
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Journal ArticleDOI
Support Vector Machine-Based EMG Signal Classification Techniques: A Review
Diana C. Toledo-Pérez,Juvenal Rodríguez-Reséndiz,Roberto A. Gómez-Loenzo,Juan Carlos Jáuregui-Correa +3 more
TL;DR: This paper gives an overview of the different research works related to electromyographic signals (EMG) classification based on Support Vector Machines (SVM) and summarizes the techniques used to make the classification in each reference.
Journal ArticleDOI
A New Approach for Motor Imagery Classification Based on Sorted Blind Source Separation, Continuous Wavelet Transform, and Convolutional Neural Network.
César J. Ortiz-Echeverri,Sebastián Salazar-Colores,Juvenal Rodríguez-Reséndiz,Roberto A. Gómez-Loenzo +3 more
TL;DR: This work proposes a new method built from the combination of a Blind Source Separation to obtain estimated independent components, a 2D representation of these component signals using the Continuous Wavelet Transform (CWT), and a classification stage using a Convolutional Neural Network (CNN) approach.
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A Study of Movement Classification of the Lower Limb Based on up to 4-EMG Channels
Diana C. Toledo-Pérez,Miguel A. Martínez-Prado,Roberto A. Gómez-Loenzo,Wilfrido J. Paredes-García,Juvenal Rodríguez-Reséndiz +4 more
TL;DR: A comparison of the classification accuracy based on the different number of sEMG signal channels (one to four) placed in the right lower limb of healthy subjects shows that it is possible to reach more than 90% of classification accuracy by using 4 or 3 channels.
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A Study of Computing Zero Crossing Methods and an Improved Proposal for EMG Signals
TL;DR: This research compiles a comprehensive list of description methods for zero crossings, both with or without threshold, and an improvement of one method is proposed, mainly to save time resources.
Journal ArticleDOI
Short informative title: Towards a new tendency in embedded systems in mechatronics for the engineering curricula
Miguel A. Martínez-Prado,Juvenal Rodríguez-Reséndiz,Roberto A. Gómez-Loenzo,Karla A. Camarillo-Gómez,Gilberto Herrera-Ruiz +4 more
TL;DR: The results indicate that the inclusion of the robot prototype has a significant impact on providing students with new learning outcomes, namely, an All Programmable System on a Chip (SoC).