Fault Diagnosis of DCS SMPSs in Nuclear Power Plants Based on Machine Learning

Distributed control system (DCS) is the core digital instrumentation and control (I&C) equipment and research related to its predictive maintenance is highly valued by the industry. Switched-mode power supply (SMPS) circuit modules are widely used in DCS boards, and their fault can cause the boa...

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Bibliographic Details
Published in:	Arabian journal for science and engineering (2011) 2024-05, Vol.49 (5), p.6903-6922
Main Authors:	Wang, Fanyu, Wu, Yichun, Bu, Yang, Pan, Feng, Chen, Du, Lin, Zhiqiang
Format:	Article
Language:	English
Subjects:	Accelerated life tests Aging Artificial neural networks Control equipment Deep learning Distributed control systems Electrolytic capacitors Engineering Fault diagnosis Feature extraction Humanities and Social Sciences Machine learning Modules multidisciplinary Nuclear power plants Particle swarm optimization Predictive maintenance Research Article-Electrical Engineering Science Support vector machines Switched mode power supplies Waveforms Wavelet transforms
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