Table 1 Training and test error comparison of coarse model, dynamic Neuro-SM model, and the proposed general Neuro-SM model after combined DC, S parameter, and HB training
From: A general neuro-space mapping technique for microwave device modeling
Model type | Training/test error | Training/test error |
|---|---|---|
20 hidden neurons | 30 hidden neurons | |
Coarse model | 38.12%/38.53% | 38.12%/38.53% |
Dynamic Neuro-SM (N v = 5) | 3.34%/3.59% | 3.17%/3.44% |
Dynamic Neuro-SM (N v = 7) | 3.09%/3.28% | 2.71%/2.96% |
General Neuro-SM (N v = 3, N c = 3) | 3.25%/3.30% | 3.05%/3.27% |
General Neuro-SM (N v = 5, N c = 5) | 1.64%/1.77% | 1.50%/1.69% |