Table 9.
Summary of , and values for Scenario 3a – 3f (Cloud Particle Radius, CPR).
| Sub-Scenario | Batch size | Epochs | Precision | Recall | F1-Score |
|---|---|---|---|---|---|
| 3a (fixed 3 days’ lead-time) | 4 | 25 | 0.592 | 0.739 | 0.657 |
| 8 | 0.590 | 0.760 | 0.664 | ||
| 16 | 0.602 | 0.736 | 0.662 | ||
| 32 | 0.590 | 0.744 | 0.658 | ||
| 3b (average 3 days’ lead-time) | 4 | 25 | 0.600 | 0.716 | 0.653 |
| 8 | 0.594 | 0.721 | 0.651 | ||
| 16 | 0.639 | 0.735 | 0.684 | ||
| 32 | 0.609 | 0.644 | 0.626 | ||
| 3c (fixed 5 days’ lead-time) | 4 | 25 | 0.594 | 0.730 | 0.655 |
| 8 | 0.584 | 0.754 | 0.658 | ||
| 16 | 0.652 | 0.725 | 0.687 | ||
| 32 | 0.595 | 0.754 | 0.665 | ||
| 3d (average 5 days’ lead-time) | 4 | 25 | 0.617 | 0.674 | 0.644 |
| 8 | 0.608 | 0.737 | 0.666 | ||
| 16 | 0.597 | 0.733 | 0.658 | ||
| 32 | 0.603 | 0.668 | 0.634 | ||
| 3e (fixed 7 days’ lead-time) | 4 | 25 | 0.595 | 0.717 | 0.650 |
| 8 | 0.586 | 0.748 | 0.657 | ||
| 16 | 0.626 | 0.746 | 0.681 | ||
| 32 | 0.587 | 0.739 | 0.654 | ||
| 3f (average 7 days’ lead-time) | 4 | 25 | 0.641 | 0.699 | 0.669 |
| 8 | 0.658 | 0.711 | 0.683 | ||
| 16 | 0.678 | 0.734 | 0.705 | ||
| 32 | 0.600 | 0.736 | 0.661 |