Thermal dynamics modeling on Lyophilization process thermal dynamics
0.0064RMSERNN_uncertainty
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RNN_uncertaintyNumber of parameters=~30,000, Training Time (s)=7.22025.09 | 0.0064 | 0.0333 | 0.0019 | 0.0163 | 0.43 | 0.045 | |
| cKANNumber of parameters=~30,000, Training Time (s)=9.92025.09 | 0.0086 | 0.0705 | 0.0017 | 0.0145 | 0.21 | 0.031 | |
| LEM_fixedNumber of parameters=~30,000, Training Time (s)=29684.62025.09 | 0.0088 | 0.079 | 0.0018 | 0.0153 | 0.43 | 0.029 | |
| KANNumber of parameters=~30,000, Training Time (s)=1835.92025.09 | 0.0093 | 0.0466 | 0.002 | 0.0189 | 1.22 | 0.023 | |
| MLPNumber of parameters=~30,000, Training Time (s)=10.32025.09 | 0.0097 | 0.066 | 0.0017 | 0.0181 | 0 | 0.022 | |
| LSTM_fixedNumber of parameters=~30,000, Training Time (s)=185.52025.09 | 0.0097 | 0.0569 | 0.0019 | 0.0154 | 0.32 | 0.033 | |
| Transformer_fixedNumber of parameters=~30,000, Training Time (s)=647.72025.09 | 0.0165 | 0.0659 | 0.0015 | 0.0258 | 0.05 | 0.021 |