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Real-Time Fault Diagnosis of Pulse Rectifier in Traction System Based on Structural Model

Xueming Li, Jiamin Xu, Zhiwen Chen, Shaolong Xu, Kan Liu

2020IEEE Transactions on Intelligent Transportation Systems45 citationsDOI

Abstract

The pulse rectifier of a traction system in locomotives and electric multiple unit (EMUs) is usually vulnerable to performance degradation and faults due to uncertain factors, such as vibrations, aging, electromagnetic interferences. In order to ensure adequate redundancy and isolation measures in time to avoid fault propagation in traction systems, a real-time fault diagnosis method for sensors and IGBTs of the impulse rectifier is proposed, which lays a foundation for the redundant design of traction systems. Once a fault is detected in this paper, which can immediately act to the detected faults and take effective remedial measures to avoid the failure of the whole system. It is based on the structural analysis of the traction system whose structural model of interest will be established. Meanwhile, the structural model is evaluated and optimized according to the analytical relation model under various fault conditions, and the minimum structural overdetermined sets (MSOs) are obtained based on the optimized model, which can be used to isolate all faults. Using the MSOs, the redundancy relationship is deduced and the sequence residuals are generated. Afterward, the cumulative sum (CUSUM) algorithm is used for diagnosis decision making. The effectiveness of the proposed method is finally verified on a hardware-in-loop test platform, which can accurately simulate a traction system. It shows that the proposed method can achieve both good feasibility and high accuracy.

Topics & Concepts

Traction (geology)EngineeringRedundancy (engineering)Control theory (sociology)Computer scienceFault detection and isolationActuatorReliability engineeringArtificial intelligenceMechanical engineeringElectrical engineeringControl (management)Machine Fault Diagnosis TechniquesSilicon Carbide Semiconductor TechnologiesPower System Reliability and Maintenance
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