Research Article
Enhancing Tire Condition Monitoring through Weightless Neural Networks Using MEMS-Based Vibration Signals
Table 19
Test set accuracy for varying tic number.
| | Hyperparameter | Statistical | Histogram | ARMA | | Tic no | Accuracy (%) | Times | Accuracy (%) | Times | Accuracy (%) | Times |
| | 1 | 27.08 | 0.001 | 33.33 | 0.022 | 22.91 | 0.010 | | 10 | 56.66 | 0.020 | 95.83 | 0.001 | 82.49 | 0.001 | | 20 | 74.99 | 0.003 | 95.41 | 0.003 | 82.50 | 0.002 | | 50 | 78.75 | 0.006 | 97.92 | 0.008 | 90.83 | 0.004 | | 100 | 81.66 | 0.010 | 97.08 | 0.010 | 93.75 | 0.010 | | 256 | 85.83 | 0.020 | 96.24 | 0.016 | 96.66 | 0.020 |
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