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

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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Bibliographic Details
Main Authors: Wei Shao, Chengquan Zhou, Dawei Sun, Chen Li, Hongbao Ye
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Applied Sciences
Subjects:
aquaculture
BiGRU
convolutional neural network (CNN)
fault detection
transformer
Online Access:https://www.mdpi.com/2076-3417/15/11/6114
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