Title :
A general scheme for induction motor condition monitoring
Author :
Vicente, Pedro ; Rodríguez, Jover ; Negrea, Marian ; Arkkio, Antero
Author_Institution :
Dept. of Electr. Eng., Helsinki Univ. of Technol., Helsinki
Abstract :
This work proposes a general scheme to detect induction motor faults by monitoring the motor current. The scheme is based on signal processing (predictive filters), soft computing techniques (fuzzy logic), the analytical studies of induction motor under fault conditions and the analysis of data generated by finite element method (FEM). The predictive filter is used in order to separate the fundamental component from the harmonic components. Fuzzy logic is used to identify the motor state and FEM is utilized to generate virtual data. A simple and reliable method for the detection of stator failures based on the phase current amplitudes is implemented and tested. The layout has been proved in MATLAB/SIMULINK, with both data from FEM motor simulation program and real measurements. The proposed method is simple and has the ability to work with variable speed drives. This work, on one hand, shows the feasibility of spotting broken bars and inter-turn short-circuit by monitoring the motor currents. On the other hand, it shows that the detection of eccentricity and bearing fault by monitoring the motor current is a difficult task.
Keywords :
condition monitoring; fault diagnosis; finite element analysis; fuzzy logic; induction motors; mathematics computing; signal processing; MATLAB/SIMULINK; condition monitoring; fault detection; finite element method; fuzzy logic; induction motor; motor current monitoring; predictive filters; signal processing; soft computing techniques; stator failure detection; Condition monitoring; Data analysis; Fault detection; Filters; Fuzzy logic; Induction generators; Induction motors; Signal analysis; Signal generators; Signal processing;
Conference_Titel :
Diagnostics for Electric Machines, Power Electronics and Drives, 2005. SDEMPED 2005. 5th IEEE International Symposium on
Conference_Location :
Vienna
Print_ISBN :
978-0-7803-9124-6
Electronic_ISBN :
978-0-7803-9125-3
DOI :
10.1109/DEMPED.2005.4662492