Table 10 Fuzzy logic interpretability.
ANN prediction | SVM prediction | ANN confidence | SVM confidence | Fuzzy logic output | Explanation |
|---|---|---|---|---|---|
1 (Congestion) | 0 | 0.75 | 0.45 | Congestion | ANN has high confidence, threshold met |
0 (No Cong.) | 1 | 0.40 | 0.80 | Congestion | SVM dominates with strong confidence |
1 (Congestion) | 1 | 0.95 | 0.90 | Congestion | Both agree strongly |
0 (No Cong.) | 0 | 0.85 | 0.80 | No Congestion | Both agree strongly |
1 (Congestion) | 0 | 0.50 | 0.50 | Uncertain | Neither exceeds 0.6, defer to history |
0 (No Cong.) | 1 | 0.45 | 0.55 | Congestion | SVM slightly stronger, rule favors it |
