Research Article
Household Electricity Load Forecasting Based on Multitask Convolutional Neural Network with Profile Encoding
Table 7
Comparison of 10 individual models with our proposed model on average performances for generalization evaluation of probabilistic load forecasting.
| Time | Pinscore | Winkler80 | Individual | Proposed(%) | Individual | Proposed(%) |
| 24 : 00 | 0.0708 | −2.23 | 3.4512 | −1.69 | 20 : 00 | 0.1247 | 0.60 | 4.1012 | 0.33 | 18 : 00 | 0.1204 | 1.91 | 3.6731 | 2.17 | 16 : 00 | 0.1094 | 0.02 | 3.7660 | 1.12 | 14 : 00 | 0.1204 | 2.24 | 3.5536 | 3.62 | 12 : 00 | 0.1277 | 1.27 | 3.9713 | 0.18 | 10 : 00 | 0.0665 | 6.62 | 2.9948 | 0.67 | 08 : 00 | 0.0263 | 5.28 | 2.0321 | 1.45 | 04 : 00 | 0.0286 | 1.98 | 2.0254 | 3.25 |
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