Research Article

Empirical Mode Decomposition and Neural Networks on FPGA for Fault Diagnosis in Induction Motors

Table 5

Main characteristics of previous works and of the proposed work.

Work FaultsMethodology based onA  priori design requiredSignalsHardware
YesNoSTPCFPGA

[1216]BearingsEMDXXXX

[1722]Broken barEMDXXXX

[2225]Rotor eccentricitiesEMDXXXX

[26]Broken bar 
Unbalance 
Misalignment
FFTXXXX

[27]Broken bars 
Unbalance 
Looseness
FFTXXXX

This workBroken bars 
Bearings 
Unbalance
EMDXXXXX

S: stationary; T: transient.