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A Fast Open Circuit Fault Diagnosis and Location Strategy for Three-Phase Bridgeless Power Factor Corrector |
Chen Wenbo, Cheng Hong, Wang Cong |
School of Mechanical Electronic & Information EngineeringChina University of Mining & Technology Beijing 100083 China |
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Abstract In order to improve the reliability and safety of three-phase bridgeless PFC, open circuit fault mechanism and fault characteristic were analyzed. Considering the problems of numerous fault states and sparse feature samples, a novel method based on K-nearest neighbor algorithm is proposed for open circuit fault diagnosis and location. Three-phase input currents are taken as the characteristic variables, and the fault features are extracted by coordinate transformation and similarity analysis. Then the K-nearest neighbor algorithm based on normalized Manhattan distance is used to identify different fault modes. The feasibility has been verified by simulation and experimental results. The proposed method implements a high sampling rate for online real-time diagnosis with higher diagnosis accuracy and faster diagnostic time. It is also robust to some special conditions such as load mutation and harmonic interference.
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Received: 06 April 2018
Published: 26 September 2019
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