| Network Topology (8 7 5: Single hidden layer) | ||||||||
| Optimisation algorithm | Training | Validation | ||||||
|
| % correct event prediction | % correct event prediction | ||||||
| Low flow | High flow | Low flow | High flow | |||||
| 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | |
| Br | 0.82 | 0.73 | 0.98 | 0.89 | 0.65 | 0.69 | 0.87 | 0.86 |
| LM | 0.81 | 0.72 | 0.98 | 0.88 | 0.65 | 0.72 | 0.87 | 0.87 |
| GDM | 0.72 | 0.68 | 0.91 | 0.83 | 0.65 | 0.72 | 0.87 | 0.87 |
| Average | 0.78 | 0.71 | 0.96 | 0.87 | 0.65 | 0.71 | 0.87 | 0.87 |
| Network Topology (8 5 2 5: Double hidden layer) | ||||||||
| Optimisation algorithm | Training | Validation | ||||||
|
| % correct event prediction | % correct event prediction | ||||||
| Low flow | High flow | Low flow | High flow | |||||
| 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | |
| Br | 0.81 | 0.73 | 0.97 | 0.89 | 0.65 | 0.70 | 0.88 | 0.87 |
| LM | 0.81 | 0.73 | 0.98 | 0.89 | 0.65 | 0.69 | 0.88 | 0.86 |
| GDM | 0.67 | 0.70 | 0.84 | 0.84 | 0.53 | 0.56 | 0.73 | 0.78 |
| Average | 0.76 | 0.72 | 0.93 | 0.87 | 0.61 | 0.65 | 0.83 | 0.84 |
| Network Topology (8 4 3 5: Double hidden layer) | ||||||||
| Optimisation algorithm | Training | Validation | ||||||
|
| % correct event prediction | % correct event prediction | ||||||
| Low flow | High flow | Low flow | High flow | |||||
| 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | 1-day | 5-day | |
| Br | 0.82 | 0.73 | 0.98 | 0.89 | 0.65 | 0.70 | 0.88 | 0.87 |
| LM | 0.81 | 0.72 | 0.98 | 0.88 | 0.65 | 0.72 | 0.87 | 0.87 |
| GDM | 0.73 | 0.68 | 0.91 | 0.83 | 0.65 | 0.72 | 0.87 | 0.87 |
| Average | 0.79 | 0.71 | 0.96 | 0.87 | 0.65 | 0.71 | 0.87 | 0.87 |