Research Article
Statistical Downscaling of ERA-Interim Forecast Precipitation Data in Complex Terrain Using LASSO Algorithm
Table 4
Comparison of downscaling methods, as well as the original ERA-Interim forecast data in precipitation occurrence in the validation period 1999–2010.
| | Site | CR | | ERA | LOCI | QM | Stepwise | LASSO |
| | COV | 0.76 | 0.85 | 0.84 | 0.82 | 0.82 | | WFJ | 0.78 | 0.82 | 0.82 | 0.85 | 0.85 | | SAE | 0.83 | 0.84 | 0.84 | 0.84 | 0.84 | | GSB | 0.83 | 0.83 | 0.82 | 0.85 | 0.85 | | GUE | 0.78 | 0.81 | 0.82 | 0.83 | 0.83 | | PIL | 0.81 | 0.84 | 0.84 | 0.83 | 0.83 | | MLS | 0.76 | 0.83 | 0.83 | 0.84 | 0.84 | | SAM | 0.68 | 0.86 | 0.85 | 0.84 | 0.84 | | DOL | 0.86 | 0.88 | 0.88 | 0.86 | 0.85 | | CIM | 0.77 | 0.85 | 0.84 | 0.87 | 0.87 | | SBE | 0.74 | 0.83 | 0.82 | 0.86 | 0.86 | | ZER | 0.74 | 0.84 | 0.84 | 0.84 | 0.84 | | CHA | 0.80 | 0.85 | 0.85 | 0.83 | 0.83 | | DAV | 0.75 | 0.84 | 0.84 | 0.85 | 0.84 | | MVE | 0.74 | 0.83 | 0.83 | 0.85 | 0.85 | | NAP | 0.81 | 0.85 | 0.85 | 0.84 | 0.84 | | ULR | 0.75 | 0.84 | 0.83 | 0.84 | 0.84 | | SCU | 0.69 | 0.86 | 0.86 | 0.85 | 0.85 | | FRE | 0.82 | 0.87 | 0.87 | 0.85 | 0.85 | | DIS | 0.75 | 0.84 | 0.84 | 0.83 | 0.83 | | ROB | 0.76 | 0.84 | 0.83 | 0.86 | 0.86 | | ENG | 0.80 | 0.82 | 0.82 | 0.84 | 0.84 | | CDF | 0.84 | 0.86 | 0.87 | 0.85 | 0.85 | | PIO | 0.71 | 0.84 | 0.83 | 0.87 | 0.87 | | STG | 0.81 | 0.85 | 0.84 | 0.84 | 0.84 | | VIS | 0.68 | 0.85 | 0.85 | 0.85 | 0.85 | | RUE | 0.78 | 0.85 | 0.84 | 0.83 | 0.83 | | FAH | 0.81 | 0.86 | 0.86 | 0.85 | 0.85 | | INT | 0.79 | 0.85 | 0.85 | 0.85 | 0.85 | | CHU | 0.71 | 0.84 | 0.83 | 0.84 | 0.84 | | SMA | 0.80 | 0.86 | 0.86 | 0.83 | 0.83 | | BER | 0.77 | 0.86 | 0.86 | 0.85 | 0.85 | | TAE | 0.80 | 0.86 | 0.86 | 0.85 | 0.85 | | GLA | 0.79 | 0.84 | 0.84 | 0.86 | 0.86 | | PAY | 0.76 | 0.86 | 0.85 | 0.85 | 0.85 | | WAE | 0.81 | 0.85 | 0.85 | 0.84 | 0.85 | | NEU | 0.77 | 0.87 | 0.86 | 0.85 | 0.85 | | SIO | 0.69 | 0.87 | 0.87 | 0.87 | 0.88 | | VAD | 0.76 | 0.86 | 0.85 | 0.85 | 0.85 | | PUY | 0.79 | 0.87 | 0.86 | 0.86 | 0.86 | | CGI | 0.78 | 0.88 | 0.88 | 0.87 | 0.87 | | LUZ | 0.77 | 0.84 | 0.84 | 0.84 | 0.84 | | REH | 0.79 | 0.85 | 0.85 | 0.83 | 0.84 | | GUT | 0.78 | 0.84 | 0.84 | 0.84 | 0.84 | | SHA | 0.78 | 0.85 | 0.85 | 0.83 | 0.83 | | ALT | 0.77 | 0.84 | 0.84 | 0.84 | 0.84 | | KLO | 0.79 | 0.85 | 0.85 | 0.84 | 0.84 | | WYN | 0.79 | 0.86 | 0.86 | 0.85 | 0.85 | | GVE | 0.78 | 0.88 | 0.87 | 0.86 | 0.86 | | AIG | 0.78 | 0.86 | 0.86 | 0.87 | 0.86 |
| | Average | 0.77 | 0.85 | 0.85 | 0.85 | 0.85 |
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