Table 10.
Summary of , and values for Scenario 4a – 4f (Land Surface Temperature Day, LSTD).
Sub-Scenario | Batch size | Epochs | Precision | Recall | F1-Score |
---|---|---|---|---|---|
4a (fixed 3 days’ lead-time) | 4 | 25 | 0.588 | 0.754 | 0.661 |
8 | 0.603 | 0.760 | 0.672 | ||
16 | 0.586 | 0.761 | 0.662 | ||
32 | 0.595 | 0.758 | 0.667 | ||
4b (average 3 days’ lead-time) | 4 | 25 | 0.596 | 0.748 | 0.663 |
8 | 0.618 | 0.754 | 0.679 | ||
16 | 0.599 | 0.748 | 0.665 | ||
32 | 0.609 | 0.756 | 0.675 | ||
4c (fixed 5 days’ lead-time) | 4 | 25 | 0.615 | 0.746 | 0.674 |
8 | 0.593 | 0.758 | 0.665 | ||
16 | 0.594 | 0.762 | 0.668 | ||
32 | 0.591 | 0.761 | 0.665 | ||
4d (average 5 days’ lead-time) | 4 | 25 | 0.643 | 0.707 | 0.673 |
8 | 0.621 | 0.754 | 0.681 | ||
16 | 0.606 | 0.755 | 0.672 | ||
32 | 0.596 | 0.760 | 0.668 | ||
4e (fixed 7 days’ lead-time) | 4 | 25 | 0.600 | 0.753 | 0.668 |
8 | 0.591 | 0.760 | 0.665 | ||
16 | 0.657 | 0.762 | 0.706 | ||
32 | 0.593 | 0.758 | 0.665 | ||
4f (average 7 days’ lead-time) | 4 | 25 | 0.638 | 0.735 | 0.683 |
8 | 0.721 | 0.744 | 0.732 | ||
16 | 0.603 | 0.756 | 0.671 | ||
32 | 0.610 | 0.758 | 0.676 |