Table 2 Other statistical and soft computing models for SST prediction
Scholars | Model | Compared model | Case studies | Source of data | Period of data | Performance indices | Inputs |
|---|---|---|---|---|---|---|---|
(Huang et al. 2007) | ANFIS | – | Taiwan | Argo Data base | January 2001 to December 2005 | - | Salinity, temperature, radius, angle, time |
(Huang et al. 2008b) | FIS | – | Taiwan | Argo Data Base | January 2001 to December 2006 | Entropy | Salinity, Temperature |
(Shirvani et al. 2015) | ARMA | ARIMA | Persian Gulf (Indian Ocean) | ERSST.v3, OISST http://www.ncdc.noaa.gov/oa/climate/research/sst/oi-daily-information.php | 1950–2011 | RMSE | Monthly SST (1-3) |
(Awan and Bae 2016) | ANFIS | – | East Asian (Indian Ocean and Pacific) | APHRODITE ERSST v3b | 1978–2002 | R, RMSE | SPI, SST, SSTA |
(Salles et al. 2016) | ARIMA, Random Walk | Â | Tropical Atlantic Ocean | PIRATA Buoys | January 1998 to March 2015 | MSE, NMSE, MAPE, SMAPE | Lagged SST |
(LI et al. 2017) | SVM-CEEMD |  | Northeast Pacific Ocean | (Bond et al. 2015) | 1982–2015 | R, RMSE, AE | SSTA |
(Jiang et al. 2018b) | SVR | LR | Canadian Berkeley Canyon | WOA13, BOA, Argo, ONC | 2004-2015 | MSE, SCC | Longitude, latitude (Y), depth, spatial data |