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Applied Sciences (Switzerland)(2)
6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022(1)
Frontiers of Mechanical Engineering(1)
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Mechanical Systems and Signal Processing(1)
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Gearbox Broken Tooth Severity Classification using EMD of Acoustic Emission Signals
Conference ObjectAbstract: Fault severity classification is a critical task necessary for optimal pbkp_redictive maintenance toPalabras claves:Acoustic Emission, Broken tooth severity, empirical mode decomposition, gearbox, linear discriminant analysis, random forestAutores:Diego Cabrera Mendieta, Diego R. Cabrera, Luis Renato Ortega, Mariela Cerrada Lozada, René-Vinicio Sánchez Loja, Ruben Medina MolinaFuentes:googlescopusGenerative adversarial one-shot diagnosis of transmission faults for industrial robots
ArticleAbstract: Transmission systems of industrial robots are prone to get failures due to harsh operating environmePalabras claves:Bi-directional generative adversarial network, Industrial robot, One-shot diagnosis, random forest, Transmission systemAutores:Bai Y., Diego Cabrera Mendieta, Diego R. Cabrera, Li C., Pu Z.Fuentes:googlescopusExploiting generative adversarial networks as an oversampling method for fault diagnosis of an industrial robotic manipulator
ArticleAbstract: Data-driven machine learning techniques play an important role in fault diagnosis, safety, and maintPalabras claves:Fault diagnosis, Feature Extraction, Generative Adversarial Network, random forest, Unbalance dataAutores:Diego Cabrera Mendieta, Diego R. Cabrera, Jose Valante De Oliveira, Li C., Mariela Cerrada Lozada, Pu Z., René-Vinicio Sánchez LojaFuentes:googlescopusFault Classification in a Reciprocating Compressor and a Centrifugal Pump Using Non-Linear Entropy Features
ArticleAbstract: This paper describes a comparison of three types of feature sets. The feature sets were intended toPalabras claves:approximate entropy, fault classification, Non-linear systems, phase space reconstruction, random forest, SUPPORT VECTOR MACHINESAutores:Diego Cabrera Mendieta, Diego R. Cabrera, Estupinan E., Mariela Cerrada Lozada, René-Vinicio Sánchez Loja, Ruben Medina Molina, Yang S.Fuentes:googlescopusFault diagnosis in spur gears based on genetic algorithm and random forest
ArticleAbstract: There are growing demands for condition-based monitoring of gearboxes, and therefore new methods toPalabras claves:Fault diagnosis, feature selection, gearbox, Genetic Algorithms, random forest, Wavelet packetsAutores:Artés M., Diego Cabrera Mendieta, Diego R. Cabrera, Grover Zurita, Li C., Mariela Cerrada Lozada, René-Vinicio Sánchez LojaFuentes:googlescopusFault diagnosis of spur gearbox based on random forest and wavelet packet decomposition
ArticleAbstract: This paper addresses the development of a random forest classifier for the multi-class fault diagnosPalabras claves:Fault diagnosis, random forest, spur gearbox, wavelet packet decompositionAutores:Diego Cabrera Mendieta, Diego R. Cabrera, Fernando Sancho-Caparrini, Grover Zurita, Li C., Mariela Cerrada Lozada, René-Vinicio Sánchez Loja, Vásquez R.E.Fuentes:googlescopusReciprocating compressor multi-fault classification using symbolic dynamics and complex correlation measure
ArticleAbstract: Prognostics and Health Management technologies are useful for early fault detection and optimizationPalabras claves:Complex correlation measure, Fault Detection, Poincaré plot, random forest, Reciprocating compressor, Statistical features, Symbolic dynamics, Valve faultAutores:Diego Cabrera Mendieta, Diego R. Cabrera, Estupinan E., Jean Carlo Macancela Poveda, Mariela Cerrada Lozada, René-Vinicio Sánchez Loja, Ruben Medina MolinaFuentes:googlescopus