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J. Pang

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Aug 2026

Fault Diagnosis of Electromagnetic Valve Based on Bayesian Optimization and Two‐Layer Long Short‐Term Memory Neural Network

A faults diagnosis model of electromagnetic valve based on Bayesian optimization (BO) and a two‐layer long short‐term memory (LSTM) neural network and a cross‐recurrence quantification analysis is utilized for data preprocessing to strengthen and expand the fault characteristic data of the electromagnetic valve.

J. Pang, Yuan-Zhong Chen, Jinkun Dai et al. · 0 citations
Open access Aug 2026

A fault diagnosis method for pilot-operated solenoid valves based on CRQA-Stacking integrated learning

A fault diagnosis model for pilot-operated solenoid valves based on cross-recurrence quantification analysis (CRQA) and stacking heterogeneous ensemble learning is proposed, achieving high accuracy and stability in fault diagnosis for sparse and imbalanced fault samples.

J. Pang, Yuan-Zhong Chen, Jinkun Dai et al. · 0 citations

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