Load Forecasting on Midea dataset
412.76RMSE (kW)Chronos
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=1 h2024.11 | 412.76 | 246.57 | 3.74 | |
| ChronosForecast horizon=1 h2024.11 | 412.76 | 246.57 | 3.74 | |
| TFTForecast horizon=1 h2024.11 | 620.82 | 436.23 | 7.69 | |
| TFTForecast horizon=1 h2024.11 | 620.82 | 436.23 | 7.69 | |
| AutoARIMAForecast horizon=1 h2024.11 | 688.27 | 454.05 | 8.63 | |
| AutoARIMAForecast horizon=1 h2024.11 | 688.27 | 454.05 | 8.63 | |
| ChronosForecast horizon=6 h2024.11 | 780.37 | 460.87 | 8.45 | |
| ChronosForecast horizon=6 h2024.11 | 780.37 | 460.87 | 8.45 | |
| PatchTSTForecast horizon=1 h2024.11 | 898.82 | 695.33 | 12.71 | |
| PatchTSTForecast horizon=1 h2024.11 | 898.82 | 695.33 | 12.71 | |
| ChronosForecast horizon=12 h2024.11 | 1,029.42 | 569.7 | 10.79 | |
| ChronosForecast horizon=12 h2024.11 | 1,029.42 | 569.7 | 10.79 | |
| AutoETSForecast horizon=1 h2024.11 | 1,059.97 | 719.7 | 9.3 | |
| AutoETSForecast horizon=1 h2024.11 | 1,059.97 | 719.7 | 9.3 | |
| TFTForecast horizon=6 h2024.11 | 1,199.97 | 809.2 | 17.9 | |
| TFTForecast horizon=6 h2024.11 | 1,199.97 | 809.2 | 17.9 | |
| PatchTSTForecast horizon=6 h2024.11 | 1,238.78 | 834.92 | 18.44 | |
| PatchTSTForecast horizon=6 h2024.11 | 1,238.78 | 834.92 | 18.44 | |
| TFTForecast horizon=12 h2024.11 | 1,443.98 | 1,022.92 | 25.39 | |
| TFTForecast horizon=12 h2024.11 | 1,443.98 | 1,022.92 | 25.39 | |
| ChronosForecast horizon=24 h2024.11 | 1,494.05 | 811.86 | 18.53 | |
| ChronosForecast horizon=24 h2024.11 | 1,494.05 | 811.86 | 18.53 | |
| PatchTSTForecast horizon=12 h2024.11 | 1,613.03 | 1,066.51 | 26.38 | |
| PatchTSTForecast horizon=12 h2024.11 | 1,613.03 | 1,066.51 | 26.38 | |
| AutoARIMAForecast horizon=6 h2024.11 | 1,647.88 | 1,047.44 | 21.35 | |
| AutoARIMAForecast horizon=6 h2024.11 | 1,647.88 | 1,047.44 | 21.35 | |
| ChronosForecast horizon=48 h2024.11 | 1,845.69 | 1,007.63 | 27.14 | |
| ChronosForecast horizon=48 h2024.11 | 1,845.69 | 1,007.63 | 27.14 | |
| PatchTSTForecast horizon=24 h2024.11 | 1,908.88 | 1,275.02 | 32.33 | |
| PatchTSTForecast horizon=24 h2024.11 | 1,908.88 | 1,275.02 | 32.33 | |
| AutoARIMAForecast horizon=24 h2024.11 | 2,037.36 | 1,359.32 | 30.52 | |
| AutoARIMAForecast horizon=24 h2024.11 | 2,037.36 | 1,359.32 | 30.52 | |
| TFTForecast horizon=48 h2024.11 | 2,100.44 | 1,391.27 | 41.43 | |
| TFTForecast horizon=48 h2024.11 | 2,100.44 | 1,391.27 | 41.43 | |
| SNMForecast horizon=1 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=6 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=12 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=24 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=1 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=6 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=12 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| SNMForecast horizon=24 h2024.11 | 2,159.44 | 1,340.61 | 29.23 | |
| PatchTSTForecast horizon=48 h2024.11 | 2,233.29 | 1,685.78 | 40.09 | |
| PatchTSTForecast horizon=48 h2024.11 | 2,233.29 | 1,685.78 | 40.09 | |
| AutoARIMAForecast horizon=12 h2024.11 | 2,309.49 | 1,309.25 | 28.12 | |
| AutoARIMAForecast horizon=12 h2024.11 | 2,309.49 | 1,309.25 | 28.12 | |
| AutoARIMAForecast horizon=48 h2024.11 | 2,316.1 | 1,576.87 | 40.91 | |
| AutoARIMAForecast horizon=48 h2024.11 | 2,316.1 | 1,576.87 | 40.91 | |
| TFTForecast horizon=24 h2024.11 | 2,324.59 | 1,702.41 | 43.88 | |
| TFTForecast horizon=24 h2024.11 | 2,324.59 | 1,702.41 | 43.88 | |
| SNMForecast horizon=48 h2024.11 | 2,340.88 | 1,537.1 | 36.86 | |
| SNMForecast horizon=48 h2024.11 | 2,340.88 | 1,537.1 | 36.86 | |
| DeepARForecast horizon=12 h2024.11 | 2,361.1 | 1,707.59 | 37.87 | |
| DeepARForecast horizon=12 h2024.11 | 2,361.1 | 1,707.59 | 37.87 | |
| AutoETSForecast horizon=12 h2024.11 | 2,406.79 | 1,820.59 | 28.24 | |
| AutoETSForecast horizon=12 h2024.11 | 2,406.79 | 1,820.59 | 28.24 | |
| NPTSForecast horizon=1 h2024.11 | 2,417.34 | 1,494.25 | 51.58 | |
| NPTSForecast horizon=1 h2024.11 | 2,417.34 | 1,494.25 | 51.58 | |
| NPTSForecast horizon=24 h2024.11 | 2,418.91 | 1,498.67 | 51.76 | |
| NPTSForecast horizon=24 h2024.11 | 2,418.91 | 1,498.67 | 51.76 | |
| NPTSForecast horizon=6 h2024.11 | 2,427.44 | 1,505.65 | 51.78 | |
| NPTSForecast horizon=12 h2024.11 | 2,427.44 | 1,510.51 | 51.88 | |
| NPTSForecast horizon=6 h2024.11 | 2,427.44 | 1,505.65 | 51.78 | |
| NPTSForecast horizon=12 h2024.11 | 2,427.44 | 1,510.51 | 51.88 | |
| NPTSForecast horizon=48 h2024.11 | 2,435.48 | 1,519.38 | 52.02 | |
| NPTSForecast horizon=48 h2024.11 | 2,435.48 | 1,519.38 | 52.02 | |
| DeepARForecast horizon=1 h2024.11 | 2,517.18 | 2,139.02 | 32.59 | |
| DeepARForecast horizon=1 h2024.11 | 2,517.18 | 2,139.02 | 32.59 | |
| CSBAForecast horizon=1 h2024.11 | 2,531.61 | 2,187.36 | 32.54 | |
| CSBAForecast horizon=1 h2024.11 | 2,531.61 | 2,187.36 | 32.54 | |
| AutoETSForecast horizon=6 h2024.11 | 2,650.73 | 1,940.87 | 26 | |
| AutoETSForecast horizon=6 h2024.11 | 2,650.73 | 1,940.87 | 26 | |
| CSBAForecast horizon=12 h2024.11 | 2,931.08 | 2,619.66 | 41.99 | |
| CSBAForecast horizon=12 h2024.11 | 2,931.08 | 2,619.66 | 41.99 | |
| CSBAForecast horizon=24 h2024.11 | 2,944.41 | 2,527.06 | 45.05 | |
| CSBAForecast horizon=24 h2024.11 | 2,944.41 | 2,527.06 | 45.05 | |
| CSBAForecast horizon=6 h2024.11 | 2,961.1 | 2,564.12 | 39.22 | |
| CSBAForecast horizon=6 h2024.11 | 2,961.1 | 2,564.12 | 39.22 | |
| CSBAForecast horizon=48 h2024.11 | 3,099.7 | 2,666.14 | 54.11 | |
| CSBAForecast horizon=48 h2024.11 | 3,099.7 | 2,666.14 | 54.11 | |
| AutoETSForecast horizon=24 h2024.11 | 3,229.77 | 2,675.06 | 36.09 | |
| AutoETSForecast horizon=24 h2024.11 | 3,229.77 | 2,675.06 | 36.09 | |
| AutoETSForecast horizon=48 h2024.11 | 3,321.98 | 2,799.38 | 42.24 | |
| AutoETSForecast horizon=48 h2024.11 | 3,321.98 | 2,799.38 | 42.24 | |
| TimeLLMForecast horizon=1 h2024.11 | 3,376.43 | 2,672.6 | 57.63 | |
| TimeLLMForecast horizon=1 h2024.11 | 3,376.43 | 2,672.6 | 57.63 | |
| DeepARForecast horizon=48 h2024.11 | 3,602.29 | 3,184.41 | 49.69 | |
| DeepARForecast horizon=48 h2024.11 | 3,602.29 | 3,184.41 | 49.69 | |
| TimeLLMForecast horizon=12 h2024.11 | 3,916.26 | 3,113.27 | 62.36 | |
| TimeLLMForecast horizon=12 h2024.11 | 3,916.26 | 3,113.27 | 62.36 | |
| TimeLLMForecast horizon=48 h2024.11 | 4,260.13 | 3,544.32 | 69.25 | |
| TimeLLMForecast horizon=48 h2024.11 | 4,260.13 | 3,544.32 | 69.25 | |
| DeepARForecast horizon=6 h2024.11 | 4,324.83 | 3,656.02 | 57.29 | |
| DeepARForecast horizon=6 h2024.11 | 4,324.83 | 3,656.02 | 57.29 | |
| DeepARForecast horizon=24 h2024.11 | 4,560.12 | 3,987.77 | 51.31 | |
| DeepARForecast horizon=24 h2024.11 | 4,560.12 | 3,987.77 | 51.31 | |
| TimeLLMForecast horizon=24 h2024.11 | 5,040.53 | 4,254.96 | 77.26 | |
| TimeLLMForecast horizon=24 h2024.11 | 5,040.53 | 4,254.96 | 77.26 | |
| TimeLLMForecast horizon=6 h2024.11 | 5,983.88 | 4,913.26 | 83.38 | |
| TimeLLMForecast horizon=6 h2024.11 | 5,983.88 | 4,913.26 | 83.38 |