Table 7.
Summary of , and values for Scenario 1a – 1f (Cloud Fraction, CF).
| Sub-Scenario | Batch size | Epochs | Precision | Recall | F1-Score |
|---|---|---|---|---|---|
| 1a (fixed 3 days’ lead-time) | 4 | 25 | 0.590 | 0.745 | 0.659 |
| 8 | 0.615 | 0.759 | 0.679 | ||
| 16 | 0.607 | 0.761 | 0.675 | ||
| 32 | 0.588 | 0.761 | 0.663 | ||
| 1b (average 3 days’ lead-time) | 4 | 25 | 0.604 | 0.723 | 0.658 |
| 8 | 0.587 | 0.753 | 0.660 | ||
| 16 | 0.613 | 0.751 | 0.675 | ||
| 32 | 0.598 | 0.759 | 0.669 | ||
| 1c (fixed 5 days’ lead-time) | 4 | 25 | 0.590 | 0.744 | 0.658 |
| 8 | 0.589 | 0.746 | 0.658 | ||
| 16 | 0.588 | 0.760 | 0.663 | ||
| 32 | 0.609 | 0.761 | 0.677 | ||
| 1d (average 5 days’ lead-time) | 4 | 25 | 0.604 | 0.703 | 0.650 |
| 8 | 0.593 | 0.736 | 0.657 | ||
| 16 | 0.588 | 0.750 | 0.659 | ||
| 32 | 0.593 | 0.744 | 0.660 | ||
| 1e (fixed 7 days’ lead-time) | 4 | 25 | 0.591 | 0.744 | 0.659 |
| 8 | 0.589 | 0.753 | 0.661 | ||
| 16 | 0.603 | 0.759 | 0.672 | ||
| 32 | 0.596 | 0.761 | 0.668 | ||
| 1f (average 7 days’ lead-time) | 4 | 25 | 0.601 | 0.733 | 0.660 |
| 8 | 0.595 | 0.725 | 0.654 | ||
| 16 | 0.612 | 0.656 | 0.633 | ||
| 32 | 0.602 | 0.756 | 0.670 |