• 1713 Citations
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20132020

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2020

Fault diagnosis of wind turbine gearbox based on the optimized LSTM neural network with cosine loss

Yin, A., Yan, Y., Zhang, Z., Li, C. & Sánchez, R. V., Apr 2020, In : Sensors (Switzerland). 20, 8, 2339.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations
1 Scopus citations

Reciprocating compressor multi-fault classification using symbolic dynamics and complex correlation measure

Cerrada, M., Macancela, J. C., Cabrera, D., Estupiñan, E., Sánchez, R. V. & Medina, R., 1 Apr 2020, In : Applied Sciences (Switzerland). 10, 7, 2512.

Research output: Contribution to journalArticle

Open Access

A hybrid heuristic algorithm for evolving models in simultaneous scenarios of classification and clustering

Cerrada, M., Aguilar, J., Altamiranda, J. & Sánchez, R. V., 1 Nov 2019, In : Knowledge and Information Systems. 61, 2, p. 755-798 44 p.

Research output: Contribution to journalArticle

1 Scopus citations

A Systematic Review of Fuzzy Formalisms for Bearing Fault Diagnosis

Li, C., De Oliveira, J. V., Cerrada, M., Cabrera, D., Sanchez, R. V. & Zurita, G., 1 Jul 2019, In : IEEE Transactions on Fuzzy Systems. 27, 7, p. 1362-1382 21 p., 8510832.

Research output: Contribution to journalArticle

31 Scopus citations

Bayesian approach and time series dimensionality reduction to LSTM-based model-building for fault diagnosis of a reciprocating compressor

Cabrera, D., Guamán, A., Zhang, S., Cerrada, M., Sánchez, R. V., Cevallos, J., Long, J. & Li, C., 2019, In : Neurocomputing. 380, p. 51-66 16 p.

Research output: Contribution to journalArticle

6 Scopus citations

Finite-time leaderless consensus control of a group of Euler-Lagrangian systems with backlash nonlinearities

Ao, W., Huang, J., Cui, Q. & Sanchez, R. V., 1 Nov 2019, In : Journal of the Franklin Institute. 356, 16, p. 9286-9301 16 p.

Research output: Contribution to journalArticle

3 Scopus citations

Generative Adversarial Networks Selection Approach for Extremely Imbalanced Fault Diagnosis of Reciprocating Machinery

Cabrera, D., Sancho, F., Long, J., Sanchez, R. V., Zhang, S., Cerrada, M. & Li, C., 1 Jan 2019, In : IEEE Access. 7, p. 70643-70653 11 p., 8718595.

Research output: Contribution to journalArticle

5 Scopus citations

Spur Gear Fault Diagnosis Using a Multilayer Gated Recurrent Unit Approach with Vibration Signal

Tao, Y., Wang, X., Sanchez, R. V., Yang, S. & Bai, Y., 1 Jan 2019, In : IEEE Access. 7, p. 56880-56889 10 p., 8703047.

Research output: Contribution to journalArticle

3 Scopus citations

Using a Support Vector Machine Based Decision Stage to Improve the Fault Diagnosis on Gearboxes

Monteiro, R. P., Cerrada, M., Cabrera, DI. R., Sánchez, R. V. & Bastos-Filho, C. J. A., 1 Jan 2019, In : Computational Intelligence and Neuroscience. 2019, p. 1383752 1383752.

Research output: Contribution to journalArticle

3 Scopus citations

Vibration signal analysis using symbolic dynamics for gearbox fault diagnosis

Medina, R., Macancela, J. C., Lucero, P., Cabrera, D., Cerrada, M., Sánchez, R. V. & Vásquez, R. E., 1 Oct 2019, In : International Journal of Advanced Manufacturing Technology. 104, 5-8, p. 2195-2214 20 p.

Research output: Contribution to journalArticle

2 Scopus citations

Wind turbine gearbox fault diagnosis using SAE-BP transfer neural network

Wang, Y., Yang, S. & Sánchez, R., 1 Jan 2019, In : International Journal of Performability Engineering. 15, 9, p. 2504-2514 11 p.

Research output: Contribution to journalArticle

Open Access
2018

A comparative feature analysis for gear pitting level classification by using acoustic emission, vibration and current signals

Sánchez, R. V., Lucero, P., Vásquez, R. E., Cerrada, M. & Cabrera, D., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 24, p. 346-352 7 p.

Research output: Contribution to journalArticle

5 Scopus citations

A fuzzy transition based approach for fault severity prediction in helical gearboxes

Cerrada, M., Li, C., Sánchez, R. V., Pacheco, F., Cabrera, D. & Valente de Oliveira, J., 15 Apr 2018, In : Fuzzy Sets and Systems. p. 52-73 22 p.

Research output: Contribution to journalArticle

11 Scopus citations

An adaptive genomic difference based genetic algorithm and its application to memetic continuous optimization

Chen, Z. Q., Wang, R. L., Sanchez, R. V., De Oliveira, J. V. & Li, C., 1 Jan 2018, In : Intelligent Data Analysis. 22, 2, p. 363-382 20 p.

Research output: Contribution to journalArticle

1 Scopus citations

Gearbox fault diagnosis based on a novel hybrid feature reduction method

Wang, Y., Yang, S. & Sanchez, R. V., 1 Jan 2018, In : IEEE Access. p. 75813-75823 11 p.

Research output: Contribution to journalArticle

2 Scopus citations

Metodología para la Ubicación del Sensor de Emisión Acústica en una caja de Engranajes

Sanchez Loja, R. V., Cabrera Mendieta, D. R., Pacheco Cordova, E. E., Cerrada Lozada, M. & Vasquez, R., 27 Sep 2018, In : Ingenio Magno. 9, 2, p. 32-42

Research output: Contribution to journalArticle

2017

A Bayesian approach to consequent parameter estimation in probabilistic fuzzy systems and its application to bearing fault classification

Li, C., Ledo, L., Delgado, M., Cerrada, M., Pacheco, F., Cabrera, D., Sánchez, R. V. & Valente de Oliveira, J., 1 Aug 2017, In : Knowledge-Based Systems. p. 39-60 22 p.

Research output: Contribution to journalArticle

28 Scopus citations

Attribute clustering using rough set theory for feature selection in fault severity classification of rotating machinery

Pacheco, F., Cerrada, M., Sánchez, R. V., Cabrera, D., Li, C. & Valente de Oliveira, J., 1 Apr 2017, In : Expert Systems with Applications. p. 69-86 18 p.

Research output: Contribution to journalArticle

53 Scopus citations

Automatic feature extraction of time-series applied to fault severity assessment of helical gearbox in stationary and non-stationary speed operation

Cabrera, D., Sancho, F., Li, C., Cerrada, M., Sánchez, R. V., Pacheco, F. & de Oliveira, J. V., 1 Sep 2017, In : Applied Soft Computing Journal. p. 53-64 12 p.

Research output: Contribution to journalArticle

31 Scopus citations

Deep neural networks-based rolling bearing fault diagnosis

Chen, Z., Deng, S., Chen, X., Li, C., Sanchez, R. V. & Qin, H., 1 Aug 2017, In : Microelectronics Reliability. p. 327-333 7 p.

Research output: Contribution to journalArticle

93 Scopus citations

Vibration-based gearbox fault diagnosis using deep neural networks

Chen, Z., Chen, X., Li, C., Sanchez, R. V. & Qin, H., 1 Jan 2017, In : Journal of Vibroengineering. p. 2475-2496 22 p.

Research output: Contribution to journalArticle

6 Scopus citations
2016

A statistical comparison of neuroclassifiers and feature selection methods for gearbox fault diagnosis under realistic conditions

Pacheco, F., Valente de Oliveira, J., Sánchez, R. V., Cerrada, M., Cabrera, D., Li, C., Zurita, G. & Artés, M., 19 Jun 2016, In : Neurocomputing. p. 192-206 15 p.

Research output: Contribution to journalArticle

36 Scopus citations

Extracting repetitive transients for rotating machinery diagnosis using multiscale clustered grey infogram

Li, C., Cabrera, D., De Oliveira, J. V., Sanchez, R. V., Cerrada, M. & Zurita, G., 1 Aug 2016, In : Mechanical Systems and Signal Processing. p. 157-173 17 p.

Research output: Contribution to journalArticle

71 Scopus citations
105 Scopus citations

Fault diagnosis in spur gears based on genetic algorithm and random forest

Cerrada, M., Zurita, G., Cabrera, D., Sánchez, R. V., Artés, M. & Li, C., 1 Mar 2016, In : Mechanical Systems and Signal Processing. p. 87-103 17 p.

Research output: Contribution to journalArticle

120 Scopus citations

Fuzzy determination of informative frequency band for bearing fault detection

Li, C., De Oliveira, J. V., Sanchez, R. V., Cerrada, M., Zurita, G. & Cabrera, D., 30 Apr 2016, In : Journal of Intelligent and Fuzzy Systems. p. 3513-3525 13 p.

Research output: Contribution to journalArticle

20 Scopus citations

Gearbox fault diagnosis based on deep random forest fusion of acoustic and vibratory signals

Li, C., Sanchez, R. V., Zurita, G., Cerrada, M., Cabrera, D. & Vásquez, R. E., 1 Aug 2016, In : Mechanical Systems and Signal Processing. p. 283-293 11 p.

Research output: Contribution to journalArticle

174 Scopus citations

Hierarchical feature selection based on relative dependency for gear fault diagnosis

Cerrada, M., Sánchez, R. V., Pacheco, F., Cabrera, D., Zurita, G. & Li, C., 1 Apr 2016, In : Applied Intelligence. p. 687-703 17 p.

Research output: Contribution to journalArticle

39 Scopus citations

Observer-biased bearing condition monitoring: From fault detection to multi-fault classification

Li, C., Valente De Oliveira, J., Cerrada, M., Pacheco, F., Cabrera, D., Sanchez, V. & Zurita, G., 1 Apr 2016, In : Engineering Applications of Artificial Intelligence. p. 287-301 15 p.

Research output: Contribution to journalArticle

35 Scopus citations
67 Scopus citations
2015

Fault diagnosis of spur gearbox based on random forest and wavelet packet decomposition

Cabrera, D., Sancho, F., Sánchez, R. V., Zurita, G., Cerrada, M., Li, C. & Vásquez, R. E., 11 Sep 2015, In : Frontiers of Mechanical Engineering. p. 277-286 10 p.

Research output: Contribution to journalArticle

24 Scopus citations

Gearbox Fault Identification and Classification with Convolutional Neural Networks

Chen, Z. Q., Li, C. & Sanchez, R. V., 1 Jan 2015, In : Shock and Vibration. 60

Research output: Contribution to journalArticle

183 Scopus citations

Multi-layer neural network with deep belief network for gearbox fault diagnosis

Chen, Z., Li, C. & Sánchez, R. V., 1 Jan 2015, In : Journal of Vibroengineering. p. 2379-2392 14 p.

Research output: Contribution to journalArticle

46 Scopus citations

Multimodal deep support vector classification with homologous features and its application to gearbox fault diagnosis

Li, C., Sanchez, R. V., Zurita, G., Cerrada, M., Cabrera, D. & Vásquez, R. E., 30 Nov 2015, In : Neurocomputing. p. 119-127 9 p.

Research output: Contribution to journalArticle

175 Scopus citations

Multi-stage feature selection by using genetic algorithms for fault diagnosis in gearboxes based on vibration signal

Cerrada, M., Sánchez, R. V., Cabrera, D., Zurita, G. & Li, C., 18 Sep 2015, In : Sensors (Switzerland). p. 23903-23926 24 p.

Research output: Contribution to journalArticle

59 Scopus citations
2014

Diagnósticos De Fallos En Cajas De Engranajes Basado En Una Red Neuronal Artificial Perceptrón Multicapa

Translated title of the contribution: Gearbox Failure Diagnosis Based On Artificial Neural Network Multilayer PerceptronSanchez Loja, R. V., 1 Sep 2014, In : XX Congreso Nacional De Ingeniería Mecánica.

Research output: Contribution to journalArticle

2013

Diseño E Implementación De Un Laboratorio De Instrumentación Industrial

Translated title of the contribution: Design and Implementation Of An Industrial Instrumentation LaboratorySanchez Loja, R. V., 11 Jun 2013, In : Ingenius. 9

Research output: Contribution to journalArticle