Research Article
Improvement of Adaptive GAs and Back Propagation ANNs Performance in Condition Diagnosis of Multiple Bearing System Using Grey Relational Analysis
Table 2
Example of bearing vibration data.
| | Normal | Drive end bearing fault data | Fan end bearing fault data | Number | bearing | Inner race fault | Ball fault | Outer race fault | Inner race fault | Ball fault | Outer race fault | | DE | FE | BA | DE | FE | BA | DE | FE | BA | DE | FE | BA | DE | FE | BA | DE | FE | BA | DE | FE |
| 1 | 0.053 | 0.146 | 0.065 | −0.083 | −0.402 | 0.016 | −0.003 | −0.247 | 0.000 | 0.009 | −0.407 | 0.098 | −0.025 | −0.051 | 0.017 | −0.168 | 0.320 | −0.031 | −0.134 | 0.127 | 2 | 0.089 | 0.098 | −0.023 | −0.196 | −0.005 | 0.017 | −0.096 | 0.143 | 0.069 | 0.424 | 0.263 | 0.042 | −0.029 | −0.192 | −0.004 | 0.181 | 0.326 | −0.120 | 0.003 | −0.259 | 3 | 0.100 | 0.055 | −0.089 | 0.233 | −0.107 | −0.036 | 0.114 | 0.003 | 0.031 | 0.013 | 0.495 | −0.042 | −0.046 | 0.051 | −0.169 | 0.044 | −0.260 | −0.006 | −0.027 | −0.060 | 4 | 0.059 | 0.037 | −0.094 | 0.104 | −0.074 | −0.045 | 0.257 | −0.107 | −0.037 | −0.265 | −0.423 | 0.081 | 0.001 | 0.151 | −0.069 | −0.270 | 0.031 | 0.060 | −0.184 | 0.454 | 5 | −0.005 | 0.054 | −0.076 | −0.181 | 0.209 | 0.008 | −0.058 | 0.136 | −0.116 | 0.237 | −0.307 | 0.059 | −0.037 | −0.095 | 0.090 | −0.138 | 0.447 | −0.131 | −0.203 | 0.075 |
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