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CNN-Transformer-BiGRU: A Pump Fault Detection Model for Industrialized Recirculating Aquaculture Systems

Background: Modern aquaculture is increasingly adopting industrialized recirculating aquaculture systems, in which the stable operation of its circulating water pump is essential. Yet, given the complex working conditions, this pump is prone to malfunctioning, so its timely fault prediction and accu...

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Principais autores: Wei Shao, Chengquan Zhou, Dawei Sun, Chen Li, Hongbao Ye
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2025-05-01
Serier:Applied Sciences
Fag:
aquaculture
BiGRU
convolutional neural network (CNN)
fault detection
transformer
Online adgang:https://www.mdpi.com/2076-3417/15/11/6114
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