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Open-Circuit Fault Detection and Classification of Modular Multilevel Converters in High Voltage Direct Current Systems (MMC-HVDC) with Long Short-Term Memory (LSTM) Method

Fault detection and classification are two of the challenging tasks in Modular Multilevel Converters in High Voltage Direct Current (MMC-HVDC) systems. To directly classify the raw sensor data without certain feature extraction and classifier design, a long short-term memory (LSTM) neural network is...

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Detalles Bibliográficos
Autores principales: Wang, Qinghua, Yu, Yuexiao, Ahmed, Hosameldin O. A., Darwish, Mohamed, Nandi, Asoke K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234543/
https://www.ncbi.nlm.nih.gov/pubmed/34204443
http://dx.doi.org/10.3390/s21124159