Multimodal deep support vector classification with homologous features and its application to gearbox fault diagnosis. - Chuan Li 003; René-Vinicio Sánchez; Grover Zurita; Mariela Cerrada; Diego Cabrera 001; Rafael E. Vásquez (Neurocomputing, 2015)

Multi-Stage Feature Selection by Using Genetic Algorithms for Fault Diagnosis in Gearboxes Based on Vibration Signal. - Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Grover Zurita; Chuan Li 003 (Sensors, 2015)

Clustering algorithm using rough set theory for unsupervised feature selection. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (IJCNN, 2016)

A methodological framework using statistical tests for comparing machine learning based models applied to fault diagnosis in rotating machinery. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (LA-CCI, 2016)

Hierarchical feature selection based on relative dependency for gear fault diagnosis. - Mariela Cerrada; René-Vinicio Sánchez; Fannia Pacheco; Diego Cabrera 001; Grover Zurita; Chuan Li 003 (Appl. Intell., 2016)

Observer-biased bearing condition monitoring: From fault detection to multi-fault classification. - Chuan Li 003; José Valente de Oliveira; Mariela Cerrada; Fannia Pacheco; Diego Cabrera 001; René-Vinicio Sánchez; Grover Zurita (Eng. Appl. Artif. Intell., 2016)

A statistical comparison of neuroclassifiers and feature selection methods for gearbox fault diagnosis under realistic conditions. - Fannia Pacheco; José Valente de Oliveira; René-Vinicio Sánchez; Mariela Cerrada; Diego Cabrera 001; Chuan Li 003; Grover Zurita; Mariano Artés (Neurocomputing, 2016)

Fuzzy determination of informative frequency band for bearing fault detection. - Chuan Li 003; José Valente de Oliveira; René-Vinicio Sánchez; Mariela Cerrada; Grover Zurita; Diego Cabrera 001 (J. Intell. Fuzzy Syst., 2016)

Fault Diagnosis for Rotating Machinery Using Vibration Measurement Deep Statistical Feature Learning. - Chuan Li 003; René-Vinicio Sánchez; Grover Zurita; Mariela Cerrada; Diego Cabrera 001 (Sensors, 2016)

SOA Based Integrated Software to Develop Fault Diagnosis Models Using Machine Learning in Rotating Machinery. - Mariela Cerrada; Fannia Pacheco; René-Vinicio Sánchez; Diego Cabrera 001; Jean Macancela 001; Pablo Lucero (SOSE, 2017)

Automatic feature extraction of time-series applied to fault severity assessment of helical gearbox in stationary and non-stationary speed operation. - Diego Cabrera 001; Fernando Sancho; Chuan Li 003; Mariela Cerrada; René-Vinicio Sánchez; Fannia Pacheco; José Valente de Oliveira (Appl. Soft Comput., 2017)

Attribute clustering using rough set theory for feature selection in fault severity classification of rotating machinery. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (Expert Syst. Appl., 2017)

A Bayesian approach to consequent parameter estimation in probabilistic fuzzy systems and its application to bearing fault classification. - Chuan Li 003; Luiz Ledo; Myriam Regattieri Delgado; Mariela Cerrada; Fannia Pacheco; Diego Cabrera 001; René-Vinicio Sánchez; José Valente de Oliveira (Knowl. Based Syst., 2017)

Deep neural networks-based rolling bearing fault diagnosis. - Zhiqiang Chen; Shengcai Deng; Xudong Chen; Chuan Li 003; René-Vinicio Sánchez; Huafeng Qin (Microelectron. Reliab., 2017)

Gearbox Fault Diagnosis Based on a Novel Hybrid Feature Reduction Method. - Yu Wang 061; Shuai Yang 004; René-Vinicio Sánchez (IEEE Access, 2018)

A fuzzy transition based approach for fault severity prediction in helical gearboxes. - Mariela Cerrada; Chuan Li 003; René-Vinicio Sánchez; Fannia Pacheco; Diego Cabrera 001; José Valente de Oliveira (Fuzzy Sets Syst., 2018)

An adaptive genomic difference based genetic algorithm and its application to memetic continuous optimization. - Zhiqiang Chen; Ronglong Wang; René-Vinicio Sánchez; José Valente de Oliveira; Chuan Li 003 (Intell. Data Anal., 2018)

Echo state network and variational autoencoder for efficient one-class learning on dynamical systems. - Diego Cabrera 001; Fernando Sancho; Mariela Cerrada; René-Vinicio Sánchez; Felipe A. Tobar (J. Intell. Fuzzy Syst., 2018)

A semi-supervised approach based on evolving clusters for discovering unknown abnormal condition patterns in gearboxes. - Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001 (J. Intell. Fuzzy Syst., 2018)

A comparison of fuzzy clustering algorithms for bearing fault diagnosis. - Chuan Li 003; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez; Fannia Pacheco; Gözde Ulutagay; José Valente de Oliveira (J. Intell. Fuzzy Syst., 2018)

Gearbox fault classification using dictionary sparse based representations of vibration signals. - Rubén Medina; Ximena Alvarez; Diana Jadán; Jean Macancela 001; René-Vinicio Sánchez; Mariela Cerrada (J. Intell. Fuzzy Syst., 2018)

Feature engineering based on ANOVA, cluster validity assessment and KNN for fault diagnosis in bearings. - Mario Peña; Mariela Cerrada; Ximena Alvarez; Diana Jadán; Pablo Lucero; Barragán Milton; Rodrigo Guamán; René-Vinicio Sánchez (J. Intell. Fuzzy Syst., 2018)

Feature ranking for multi-fault diagnosis of rotating machinery by using random forest and KNN. - René-Vinicio Sánchez; Pablo Lucero; Rafael E. Vásquez; Mariela Cerrada; Jean Macancela 001; Diego Cabrera 001 (J. Intell. Fuzzy Syst., 2018)

Generative Adversarial Networks Selection Approach for Extremely Imbalanced Fault Diagnosis of Reciprocating Machinery. - Diego Cabrera 001; Fernando Sancho; Jianyu Long; René-Vinicio Sánchez; Shaohui Zhang; Mariela Cerrada; Chuan Li 003 (IEEE Access, 2019)

Spur Gear Fault Diagnosis Using a Multilayer Gated Recurrent Unit Approach With Vibration Signal. - Ying Tao; Xiaodan Wang; René-Vinicio Sánchez; Shuai Yang 004; Yun Bai 002 (IEEE Access, 2019)

Using a Support Vector Machine Based Decision Stage to Improve the Fault Diagnosis on Gearboxes. - Rodrigo P. Monteiro; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez; Carmelo J. A. Bastos Filho (Comput. Intell. Neurosci., 2019)

Finite-time leaderless consensus control of a group of Euler-Lagrangian systems with backlash nonlinearities. - Wengang Ao; Jiangshuai Huang; Qian Cui; René-Vinicio Sánchez (J. Frankl. Inst., 2019)

A hybrid heuristic algorithm for evolving models in simultaneous scenarios of classification and clustering. - Mariela Cerrada; José Aguilar 001; Junior Altamiranda; René-Vinicio Sánchez (Knowl. Inf. Syst., 2019)

A Systematic Review of Fuzzy Formalisms for Bearing Fault Diagnosis. - Chuan Li 003; José Valente de Oliveira; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez; Grover Zurita (IEEE Trans. Fuzzy Syst., 2019)

Bayesian approach and time series dimensionality reduction to LSTM-based model-building for fault diagnosis of a reciprocating compressor. - Diego Cabrera 001; Adriana Guamán; Shaohui Zhang; Mariela Cerrada; René-Vinicio Sánchez; Juan Cevallos; Jianyu Long; Chuan Li 003 (Neurocomputing, 2020)

Knowledge extraction from deep convolutional neural networks applied to cyclo-stationary time-series classification. - Diego Cabrera 001; Fernando Sancho; Mariela Cerrada; René-Vinicio Sánchez; Chuan Li 003 (Inf. Sci., 2020)

Finite-time and fixed-time impulsive synchronization of chaotic systems. - Wengang Ao; Tiedong Ma; René-Vinicio Sánchez; Haitao Gan (J. Frankl. Inst., 2020)

Fault Diagnosis of Wind Turbine Gearbox Based on the Optimized LSTM Neural Network with Cosine Loss. - Aijun Yin; Yinghua Yan; Zhiyu Zhang; Chuan Li 003; René-Vinicio Sánchez (Sensors, 2020)

One-Shot Fault Diagnosis of Three-Dimensional Printers Through Improved Feature Space Learning. - Chuan Li 003; Diego Cabrera 001; Fernando Sancho; René-Vinicio Sánchez; Mariela Cerrada; José Valente de Oliveira (IEEE Trans. Ind. Electron., 2021)

Deep Ensemble-Based Classifier for Transfer Learning in Rotating Machinery Fault Diagnosis. - Fannia Pacheco; Alin Drimus; Lars Duggen; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez (IEEE Access, 2022)

A hybrid prototype selection-based deep learning approach for anomaly detection in industrial machines. - Rodrigo de Paula Monteiro; Mariela Cerrada-Lozada; Diego Roman Cabrera Mendieta; René-Vinicio Sánchez; Carmelo José Albanez Bastos Filho (Expert Syst. Appl., 2022)

Gear and bearing fault classification under different load and speed by using Poincaré plot features and SVM. - Rubén Medina; Jean Carlo Macancela; Pablo Lucero; Diego Cabrera 001; René-Vinicio Sánchez; Mariela Cerrada (J. Intell. Manuf., 2022)

Poincaré Plot Features and Statistical Features From Current and Vibration Signals for Fault Severity Classification of Helical Gear Tooth Breaks. - Mario Peña; Mariela Cerrada; Rubén Medina; Diego Cabrera 001; René-Vinicio Sánchez (J. Comput. Inf. Sci. Eng., 2023)

Rainfall Forecasting using a Bayesian framework and Long Short-Term Memory Multi-model Estimation based on an hourly meteorological monitoring network. Case of study: Andean Ecuadorian Tropical City. - Diego Cabrera 001; María J. Quinteros; Mariela Cerrada; René-Vinicio Sánchez; Mario Guallpa; Fernando Sancho; Chuan Li 003 (Earth Sci. Informatics, 2023)

Scale-Fractal Detrended Fluctuation Analysis for Fault Diagnosis of a Centrifugal Pump and a Reciprocating Compressor. - Rubén Medina; René-Vinicio Sánchez; Diego Cabrera 001; Mariela Cerrada; Edgar Estupiñan; Wengang Ao; Rafael E. Vásquez (Sensors, 2024)

Evaluation of Hand-Crafted Feature Extraction for Fault Diagnosis in Rotating Machinery: A Survey. - René-Vinicio Sánchez; Jean Carlo Macancela; Luis-Renato Ortega; Diego Cabrera 001; Fausto Pedro García Márquez; Mariela Cerrada (Sensors, 2024)

Selection of the level of vibration signal decomposition and mother wavelets to determine the level of failure severity in spur gearboxes. - Antonio Pérez-Torres; René-Vinicio Sánchez; Susana Barceló-Cerdá (Qual. Reliab. Eng. Int., 2024)

Industry 4.0 Technologies for an Observer-Based Gearbox Fault Detection Architecture. - Deiver Jiménez-Santín; Mariela Cerrada; René-Vinicio Sánchez; Rocco Cassandro (ICPHM, 2025)

Poincaré Features for Estimation of Remaining Useful Life in Roller Bearings. - Rubén Medina; René-Vinicio Sánchez; Diego Cabrera 001; Mariela Cerrada (ICPHM, 2025)

Fault Diagnosis Generalization Improvement Through Contrastive Learning for a Multistage Centrifugal Pump. - Jiapeng Wu; Diego Cabrera 001; Mariela Cerrada; René-Vinicio Sánchez; Fernando Sancho; Edgar Estupiñan (IEEE Trans. Reliab., 2025)

Attention-Based Multisignal Representation of High-Resolution Time Series: A Fault Detection Method for Industrial Machinery. - Diego Cabrera 001; Jiapeng Wu; Mariela Cerrada; René-Vinicio Sánchez; Fernando Sancho; Jianyu Long; Chuan Li 003 (IEEE Trans. Ind. Electron., 2025)