Research Article
Prediction of Slot Shape and Slot Size for Improving the Performance of Microstrip Antennas Using Knowledge-Based Neural Networks
Table 4
Accuracy comparison.
| Number of patterns | Neural model | Error in testing |
| Training = 70% and testing = 30% | MLP method | 3.14% | Difference method | 0.57% | PKI method | 1.15% |
| Training = 50% and testing = 50% | MLP method | 14.86% | Difference method | 1.17% | PKI method | 1.49% |
| Training = 40% and testing = 60% | MLP method | 23.81% | Difference method | 1.53% | PKI method | 2.23% |
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