Research Article
Predicting Sea Surface Temperatures in the North Indian Ocean with Nonlinear Autoregressive Neural Networks
Table 4
Comparison between seasonal and annual NN models at site SOUTHIO.
| | | Seasonal modeling | Annual modeling | Location | Month | Testing CC | Testing CC | | | FFBP | NAR | FFBP | NAR |
| Winter | Dec | 0.75 | 0.80 | 0.87 | 0.92 | Jan | 0.71 | 0.82 | 0.96 | 0.97 | Feb | 0.79 | 0.84 | 0.91 | 0.91 |
| Summer | Mar | 0.40 | 0.42 | 0.89 | 0.92 | Apr | 0.38 | 0.45 | 0.84 | 0.91 | May | 0.36 | 0.41 | 0.85 | 0.92 |
| Monsoon | Jun | 0.95 | 0.97 | 0.86 | 0.91 | Jul | 0.97 | 0.95 | 0.89 | 0.91 | Aug | 0.92 | 0.96 | 0.84 | 0.91 | Sep | 0.94 | 0.98 | 0.85 | 0.91 |
| After monsoon | Oct | 0.67 | 0.72 | 0.84 | 0.91 | Nov | 0.66 | 0.73 | 0.88 | 0.92 |
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