Coolant velocity and temperature prediction on MOSFET Case A11_1
1,085.77h_nn (W/m^2K)Physics Informed Neural Networks
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Physics Informed Neural NetworksTrial=3, v_exp (m/s)=0.296, Side Exp (°C)=22.87, Face Exp (°C)=25.27, In1 Exp (°C)=24, In2 Exp (°C)=23.98, Q_in (W)=151.8, r (mm)=0.005, C_p (J/Kg-K)=4188.5, rho (Kg/m^3)=999.12026.02 | 1,085.77 | 0.323 | 22.88 | 25.28 | 24.32 | 21.22 | |
| Physics Informed Neural NetworksTrial=2, v_exp (m/s)=0.296, Side Exp (°C)=22.87, Face Exp (°C)=25.27, In1 Exp (°C)=24, In2 Exp (°C)=23.98, Q_in (W)=151.8, r (mm)=0.005, C_p (J/Kg-K)=4188.5, rho (Kg/m^3)=999.12026.02 | 1,066.23 | 0.304 | 21.91 | 25.61 | 22.81 | 23.85 | |
| Physics Informed Neural NetworksTrial=Mean, v_exp (m/s)=0.296, Side Exp (°C)=22.87, Face Exp (°C)=25.27, In1 Exp (°C)=24, In2 Exp (°C)=23.98, Q_in (W)=151.8, r (mm)=0.005, C_p (J/Kg-K)=4188.5, rho (Kg/m^3)=999.12026.02 | 1,020.6 | 0.317 | 22.62 | 25.4 | 23.38 | 22.17 | |
| Physics Informed Neural NetworksTrial=1, v_exp (m/s)=0.296, Side Exp (°C)=22.87, Face Exp (°C)=25.27, In1 Exp (°C)=24, In2 Exp (°C)=23.98, Q_in (W)=151.8, r (mm)=0.005, C_p (J/Kg-K)=4188.5, rho (Kg/m^3)=999.12026.02 | 910.49 | 0.324 | 22.88 | 25.31 | 23.01 | 21.44 |