An Intelligent System for Harmonic Distortions Detection in Wind Generator Power Electronic Devices

Jove, Esteban; González-Cava, José M.; Casteleiro-Roca, José-Luis; Alaiz Moretón, Héctor; Baruque Zanón, Bruno; Leitão, Paulo; Méndez Pérez, Juan Albino; Calvo-Rolle, José Luis

Use this link to cite:

https://hdl.handle.net/2183/49494

An Intelligent System for Harmonic Distortions Detection in Wind Generator Power Electronic Devices

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Jove_Esteban_2021_Intelligent_system_harmonic_distortions_detection.pdf (663.9 KB)

Identifiers

URI: https://hdl.handle.net/2183/49494

DOI: 10.1016/j.neucom.2020.07.155

Publication date

2021-08-01

Authors

Jove, Esteban

González-Cava, José M.

Casteleiro-Roca, José-Luis

Alaiz Moretón, Héctor

Baruque Zanón, Bruno

Leitão, Paulo

Méndez Pérez, Juan Albino

Calvo-Rolle, José Luis

Bibliographic citation

E. Jove, J.M. González-Cava, J.-L. Casteleiro-Roca, H. Alaiz-Moretón, B. Baruque, P. Leitão, J.A. Méndez Pérez, J.L. Calvo-Rolle, An intelligent system for harmonic distortions detection in wind generator power electronic devices, Neurocomputing 456 (2021) 609–621. https://doi.org/10.1016/j.neucom.2020.07.155.

Abstract

[Abstract] The high concern about climate change has boosted the promotion of renewable energy systems, being the wind power one of the key generation possibilities in this field. In this context, with the aim of ensuring the energy efficiency, the present work deals with the fault detection in the power electronic circuits of a wind generator system placed in a bioclimatic house. To do so, different outliers that emulate harmonic distortion appearance are tested. To implement a system capable of detecting this anomalous situations, six different one-class techniques are used, whose performance is thoroughly analyzed, offering interesting performance.