Title :
Multiple fault detection through information entropy analysis in ASD-fed induction motors
Author :
Cabal-Yepez, Eduardo ; Romero-Troncoso, Rene J. ; Garcia-Perez, Arturo ; Osornio-Rios, Roque A. ; Alvarez-Salas, Ricardo
Author_Institution :
Div. de Ingenierias, Univ. de Guanajuato, Guanajuato, Mexico
Abstract :
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.
Keywords :
condition monitoring; entropy; fault diagnosis; induction motors; variable speed drives; ASD-fed induction motors; adjustable speed drive; continuous monitoring; field programmable gate array; frequency 30 Hz; frequency 40 Hz; frequency 50 Hz; induction motor monitoring; information entropy analysis; multiple fault detection; online monitoring; rotor bars; supply electric current information; Bars; Induction motors; Information entropy; Rotors; Stators; Variable speed drives; Velocity control; Adjustable speed drive; Field programmable gate arrays; Induction motors; Information entropy; Multiple fault diagnosis;
Conference_Titel :
Diagnostics for Electric Machines, Power Electronics & Drives (SDEMPED), 2011 IEEE International Symposium on
Conference_Location :
Bologna
Print_ISBN :
978-1-4244-9301-2
Electronic_ISBN :
978-1-4244-9302-9
DOI :
10.1109/DEMPED.2011.6063653