Effective thermal conductivity by spreading thermal resistance obtained by DNN
| Category | DNN results at Ac = 90 × 90 mm2 and Ah = 10 × 10 mm2 | Simulated results | ||||||
|---|---|---|---|---|---|---|---|---|
| t [mm] | 0.5 | 1 | 2 | 3 | 4 | 5 | 1 | |
| keff [W/mK] | R [K/W] | |||||||
| Regressed DNN | 200 | 1.478 | 0.914 | 0.549 | 0.412 | 0.342 | 0.302 | 0.914 |
| 400 | 0.900 | 0.524 | 0.298 | 0.218 | 0.178 | 0.155 | 0.525 | |
| 2,000 | 0.231 | 0.122 | 0.065 | 0.046 | 0.037 | 0.032 | 0.122 | |
| Reinforced DNN (prediction) | 3,000 | 0.158 | 0.082 | 0.043 | 0.031 | 0.025 | 0.021 | 0.082 |
| 4,000 | 0.120 | 0.062 | 0.033 | 0.023 | 0.019 | 0.016 | 0.062 | |
| 7,000 | 0.070 | 0.036 | 0.019 | 0.013 | 0.011 | 0.009 | 0.036 | |
| 8,000 | 0.062 | 0.031 | 0.016 | 0.012 | 0.009 | 0.008 | 0.031 | |
| 10,000 | 0.049 | 0.025 | 0.013 | 0.009 | 0.007 | 0.006 | 0.025 | |
| Category | DNN results | Simulated results | ||||||
|---|---|---|---|---|---|---|---|---|
| 0.5 | 1 | 2 | 3 | 4 | 5 | 1 | ||
| Regressed DNN | 200 | 1.478 | 0.914 | 0.549 | 0.412 | 0.342 | 0.302 | 0.914 |
| 400 | 0.900 | 0.524 | 0.298 | 0.218 | 0.178 | 0.155 | 0.525 | |
| 2,000 | 0.231 | 0.122 | 0.065 | 0.046 | 0.037 | 0.032 | 0.122 | |
| Reinforced DNN | 3,000 | 0.158 | 0.082 | 0.043 | 0.031 | 0.025 | 0.021 | 0.082 |
| 4,000 | 0.120 | 0.062 | 0.033 | 0.023 | 0.019 | 0.016 | 0.062 | |
| 7,000 | 0.070 | 0.036 | 0.019 | 0.013 | 0.011 | 0.009 | 0.036 | |
| 8,000 | 0.062 | 0.031 | 0.016 | 0.012 | 0.009 | 0.008 | 0.031 | |
| 10,000 | 0.049 | 0.025 | 0.013 | 0.009 | 0.007 | 0.006 | 0.025 | |
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