Table 3 Comparison of CST gain results and best ML model (NN) predictions for selected PBG configurations.
From: ML/GA-based performance optimization of PBG-enhanced THz microstrip patch antennas on PTFE–SWCNT
Sample ID (Y,D,h)µm | CST Gain without PBG (dBi) | CST Gain With PBG (dBi) | Predicted Gain by best model NN (dBi) |
|---|---|---|---|
(50, 70, 80) | 7.50 | 8.60 | 8.55 |
(55, 75, 82) | 8.00 | 9.00 | 8.93 |
(60, 80, 85) | 8.50 | 9.50 | 9.40 |
(65, 85, 88) | 8.60 | 9.70 | 9.63 |
(70, 90, 90) | 9.00 | 10.00 | 9.97 |
