Research Article
Unified Quantile Regression Deep Neural Network with Time-Cognition for Probabilistic Residential Load Forecasting
Table 3
Inversion error statistics.
| Residence | QGBRT | QCNN | QLSTM | Proposed |
| 1 | 1854 | 1791 | 1989 | 407 | 2 | 476 | 478 | 385 | 311 | 3 | 6825 | 3623 | 4541 | 633 | 4 | 5256 | 918 | 2913 | 1700 | 5 | 1187 | 1465 | 570 | 87 | 6 | 1559 | 3222 | 2926 | 619 | 7 | 4223 | 2077 | 758 | 189 | 8 | 1215 | 1253 | 525 | 142 | 9 | 2906 | 1771 | 703 | 125 | 10 | 3913 | 2990 | 1225 | 440 | 11 | 1726 | 3309 | 754 | 271 | 12 | 2435 | 1388 | 836 | 438 | 13 | 812 | 1003 | 209 | 221 | 14 | 3377 | 2041 | 738 | 380 | 15 | 7411 | 3160 | 6991 | 857 | 16 | 2930 | 3172 | 1879 | 1050 | 17 | 7634 | 2486 | 286 | 269 | 18 | 2165 | 3475 | 1947 | 449 | 19 | 2066 | 3003 | 1107 | 561 | 20 | 1957 | 2227 | 475 | 398 | Total | 61927 | 44852 | 31757 | 9547 |
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