Research Article
Intercomparison of Downscaling Techniques for Satellite Soil Moisture Products
Table 7
Comparison between in situ and downscaled (1 km) ASCAT SM_SVR.
| | In situ SM | ASCAT SM (1 km)_SVR | y = ax + b (x: in situ SM, y: downscaled SM) | R | Bias (m3·m−3) | RMSE (m3·m−3) | IOA | Average (m3·m−3) | SD (m3·m−3) | Average (m3·m−3) | SD (m3·m−3) |
| Gokseong | 0.16 | 0.03 | 0.25 | 0.04 | y = 0.70x + 13.32 | 0.50 | −0.08 | 0.09 | 0.37 | Geumsan | 0.26 | 0.02 | 0.25 | 0.03 | y = 0.85x + 2.74 | 0.61 | 0.01 | 0.03 | 0.74 | Yeongdong | 0.22 | 0.04 | 0.28 | 0.04 | y = 0.73x + 12.07 | 0.71 | −0.06 | 0.07 | 0.58 | Imsil | 0.26 | 0.04 | 0.25 | 0.04 | y = 0.69x + 7.74 | 0.73 | 0.00 | 0.03 | 0.85 | Jeongeup | 0.29 | 0.04 | 0.22 | 0.06 | y = 1.16x − 11.75 | 0.77 | 0.07 | 0.08 | 0.59 | Jeonju | 0.24 | 0.07 | 0.23 | 0.06 | y = 0.57x + 9.46 | 0.70 | 0.00 | 0.06 | 0.72 | Wanju | 0.17 | 0.03 | 0.25 | 0.04 | y = 1.16x + 4.76 | 0.87 | −0.08 | 0.08 | 0.52 | Sunchang | 0.23 | 0.06 | 0.37 | 0.06 | y = 0.80x + 10.50 | 0.80 | −0.04 | 0.05 | 0.79 | Hapcheon | 0.21 | 0.09 | 0.25 | 0.06 | y = 0.55x + 12.35 | 0.44 | −0.11 | 0.17 | 0.22 | Average | 0.23 | 0.04 | 0.26 | 0.05 | | 0.68 | −0.03 | 0.07 | 0.60 |
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The significance level of the value > 0.05; the significance level of the value > 0.01. |