Table 2 Detailed information about the experimental data. T and A represent LST and auxiliary data, respectively.
Experiment | Data | Temporal span | Resolution | ||
|---|---|---|---|---|---|
Size | Proportion | Input (T, A) | Output (T) | ||
Training | 416 × 640(× 8) | 85% | Jan 2020–Dec 2021 | 1°, 0.1° | 0.1° |
Validation | 15% | 1°, 0.1° | 0.1° | ||
Simulated test | 131 × 254(× 8) | 100% | Jan 2019 and Dec 2022 | 1°, 0.1° | 0.1° |
Real data test | 896 × 1,344(× 8) | 100% | Jan 2019–Dec 2022 | 0.1°, 0.01° | 0.01° |