Title :
An Experimental Design for Static Eccentricity Detection in Synchronous Machines Using a Cramér–Rao Lower Bound Technique
Author :
Doorsamy, Wesley ; Abdallh, Ahmed Abou-Elyazied ; Cronje, Willem A. ; Dupre, Luc
Author_Institution :
Univ. of the Witwatersrand, Johannesburg, South Africa
Abstract :
Detection of a static eccentricity fault in rotating electrical machines is possible through several measurement techniques, such as shaft voltages and flux probes. A predictive maintenance approach typically requires that the condition monitoring technique is online, accurate, and able to detect incipient faults. This paper presents a study of the optimal measurement modality that leads to a minimal identification error of the static eccentricity in synchronous machines. The Cramér-Rao lower bound technique is implemented by taking into account both measurement and model uncertainties. Numerical results are obtained using a two-dimensional finite element model and is experimentally validated on a synchronous two-pole generator. Results indicate that shaft voltage measurements are better suited to the detection of static eccentricity.
Keywords :
condition monitoring; electric machines; fault diagnosis; finite element analysis; magnetic flux; synchronous machines; voltage measurement; 2D finite element model; Cramér-Rao lower bound technique; condition monitoring technique; electrical machines; flux probes; incipient faults; predictive maintenance; shaft voltage measurements; shaft voltages; static eccentricity fault detection; synchronous machines; synchronous two-pole generator; Probes; Rotors; Shafts; Stator cores; Uncertainty; Voltage measurement; Cramér–Rao lower bound; Cram??r???Rao lower bound; experimental design; static eccentricity; synchronous generator;
Journal_Title :
Energy Conversion, IEEE Transactions on
DOI :
10.1109/TEC.2014.2347895