Research Article
SOM Neural Network Fault Diagnosis Method of Polymerization Kettle Equipment Optimized by Improved PSO Algorithm
Table 8
Comparison between actual values and predicted values of SOM neural network optimized by improved PSO algorithm.
| Type | Number of winning neurons |
| 1~18 | 79 | 41 | 72 | 60 | 23 | 23 | 5 | 5 | 12 | 45 | 68 | 33 | 23 | 16 | 73 | 14 | 13 | 75 | Fault class | 1 | | 1 | 3 | 2 | 4 | 3 | 3 | 4 | 1 | 3 | 2 | 4 | 2 | 1 | 2 | 2 | 4 | 19~36 | 23 | 18 | 60 | 73 | 24 | 19 | 65 | 1 | 1 | 59 | 73 | 14 | 13 | 23 | 34 | 5 | 12 | 45 | Fault class | 4 | 2 | 3 | 1 | 2 | 3 | 1 | 3 | 3 | 4 | 1 | 2 | 2 | 2 | | 3 | 4 | 1 | 37~54 | 68 | 33 | 5 | 81 | 64 | 51 | 24 | 42 | 55 | 30 | 30 | 8 | 31 | 19 | 9 | 10 | 59 | 65 | Fault class | 3 | 2 | 3 | 1 | 1 | 3 | 2 | 4 | 1 | 4 | 4 | 2 | 4 | 3 | 2 | 3 | 4 | 1 | 55~72 | 58 | 80 | 1 | 5 | 13 | 75 | 45 | 43 | 41 | 72 | 60 | 23 | 57 | 5 | 12 | 45 | 2 | 23 | Fault class | 4 | 1 | 3 | 2 | 2 | 4 | 1 | | | 1 | 3 | 2 | 4 | 3 | 4 | 1 | 3 | 4 | 73~80 | 28 | 37 | 9 | 30 | 16 | 28 | 9 | 64 | | | | | | | | | | | Fault class | 3 | 3 | 2 | 4 | 2 | 3 | 2 | 1 | | | | | | | | | | |
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