Multiple fault detection through information entropy analysis in ASD-fed induction motors
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abstract
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In this work broken rotor bars, misalignment, and unbalance are detected in induction motors powered by an adjustable speed drive (ASD) using the supply electric current information contents. The proposed methodology is implemented in a field programmable gate array offering a low-cost and portable solution for induction motor monitoring in real time. Results show that the introduced approach provides high detectability of treated faults at different rotational speed (30 Hz, 40 Hz, and 50 Hz) making it suitable for reliable online and continuous monitoring of the operational condition since control of the induction motor rotating speed through an ASD is a common practice in industry. © 2011 IEEE.
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keywords
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Adjustable speed drive; Field programmable gate arrays; Induction motors; Information entropy; Multiple fault diagnosis Adjustable speed drives; Broken rotor bar; Continuous monitoring; Detectability; Information contents; Information entropy; Motor monitoring; Multiple fault diagnosis; Operational conditions; Real time; Rotating speed; Rotational speed; Electric drives; Electric machinery; Fault detection; Field programmable gate arrays (FPGA); Logic gates; Power electronics; Signal receivers; Variable speed drives; Induction motors
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