RMSE of the best regression model for each target variable (parameter values are indicated in round brackets under the RMSE)
| Variable | RT | SVR | LSTM | Variable | RT | SVR | LSTM |
|---|---|---|---|---|---|---|---|
| T1_60 | 0.272 | 1.186 | 0.486 | T3_115 | 0.234 | 1.273 | 0.469 |
| (d = 14, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T1_115 | 0.269 | 1.277 | 0.502 | T3_168 | 0.232 | 1.068 | 0.459 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 10, e = 500) | (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T1_168 | 0.229 | 1.334 | 0.431 | T3_ext | 0.724 | 3.858 | 1.164 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 15, l = 1) | (C = 0, ε = 2.5) | (n = 20, e = 500) | ||
| T1_ext | 0.579 | 3.161 | 1.804 | T3_int | 0.235 | 1.167 | 0.396 |
| (d = 15, l = 1) | (C = 0, ε = 2.125) | (n = 20, e = 500) | (d = 15, l = 1) | (C = 0, ε = 0.001) | (n = 20, e = 500) | ||
| T2_60 | 0.198 | 1.297 | 0.411 | Flux1 | 0.929 | 2.448 | 0.206 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 13, l = 650) | (C = 0, ε = 2.875) | (n = 5, e = 500) | ||
| T2_115 | 0.189 | 1.462 | 0.428 | Flux2 | 3.814 | 36.512 | 2.586 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 14, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T2_168 | 0.196 | 1.503 | 0.394 | Flux3 | 2.277 | 33.029 | 1.426 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 12, l = 1) | (C = 0, ε = 1.375) | (n = 5, e = 500) | ||
| T2_ext | 0.707 | 4.063 | 0.946 | Flux4 | 1.055 | 13.871 | 0.322 |
| (d = 15, l = 1) | (C = 0, ε = 2.215) | (n = 5, e = 500) | (d = 9, l = 1) | (C = 0, ε = 2.5) | (n = 20, e = 500) | ||
| T3_60 | 0.226 | 1.032 | 0.421 | ||||
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 10, e = 500) |
| Variable | RT | SVR | LSTM | Variable | RT | SVR | LSTM |
|---|---|---|---|---|---|---|---|
| T1_60 | 0.272 | 1.186 | 0.486 | T3_115 | 0.234 | 1.273 | 0.469 |
| (d = 14, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T1_115 | 0.269 | 1.277 | 0.502 | T3_168 | 0.232 | 1.068 | 0.459 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 10, e = 500) | (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T1_168 | 0.229 | 1.334 | 0.431 | T3_ext | 0.724 | 3.858 | 1.164 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 15, l = 1) | (C = 0, ε = 2.5) | (n = 20, e = 500) | ||
| T1_ext | 0.579 | 3.161 | 1.804 | T3_int | 0.235 | 1.167 | 0.396 |
| (d = 15, l = 1) | (C = 0, ε = 2.125) | (n = 20, e = 500) | (d = 15, l = 1) | (C = 0, ε = 0.001) | (n = 20, e = 500) | ||
| T2_60 | 0.198 | 1.297 | 0.411 | Flux1 | 0.929 | 2.448 | 0.206 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 13, l = 650) | (C = 0, ε = 2.875) | (n = 5, e = 500) | ||
| T2_115 | 0.189 | 1.462 | 0.428 | Flux2 | 3.814 | 36.512 | 2.586 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 14, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | ||
| T2_168 | 0.196 | 1.503 | 0.394 | Flux3 | 2.277 | 33.029 | 1.426 |
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 5, e = 500) | (d = 12, l = 1) | (C = 0, ε = 1.375) | (n = 5, e = 500) | ||
| T2_ext | 0.707 | 4.063 | 0.946 | Flux4 | 1.055 | 13.871 | 0.322 |
| (d = 15, l = 1) | (C = 0, ε = 2.215) | (n = 5, e = 500) | (d = 9, l = 1) | (C = 0, ε = 2.5) | (n = 20, e = 500) | ||
| T3_60 | 0.226 | 1.032 | 0.421 | ||||
| (d = 15, l = 1) | (C = 0, ε = 1) | (n = 10, e = 500) |
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