Table 3 Comparison of Pareto thresholds and return period results at the four stations using ADCIRC + SWAN and ML results.
From: Machine learning-based assessment of storm surge in the New York metropolitan area
Station name | Pareto threshold | RAE (%) | RMSE (cm) | ||||
|---|---|---|---|---|---|---|---|
ADCIRC | ML | 10 | 100 | 1000 | 4000 | ||
Battery | 0.7338 | 0.688 | 0.3 | 1.6 | 2.5 | 4 | 4.8 |
Montauk | 0.489 | 0.539 | 0.7 | 1.9 | 5 | 6.9 | 7.3 |
Atlantic City | 0.694 | 0.709 | 0.6 | 1.6 | 2.2 | 1.1 | 3.5 |
Beach Haven | 0.548 | 0.455 | 0.6 | 3 | 4.6 | 6.8 | 5.4 |