Research Article
Comprehensive Evaluation of GPM-IMERG, CMORPH, and TMPA Precipitation Products with Gauged Rainfall over Mainland China
Table 3
Statistical metrics for seasonal daily mean precipitation over the 8 subregions in China.
| Index | Seasons | Type | XJ | TP | XB | YG | DB | HB | CJ | HN |
| R | Spring | R-IMERG V05B | 0.77 | 0.9 | 0.96 | 0.85 | 0.82 | 0.938 | 0.96 | 0.938 | R-IMERGV04A | 0.59 | 0.72 | 0.91 | 0.73 | 0.8 | 0.936 | 0.953 | 0.94 | TRMM 3B42 | 0.68 | 0.93 | 0.93 | 0.82 | 0.77 | 0.94 | 0.955 | 0.95 | CMORPH-CRT | 0.1 | 0.74 | 0.81 | 0.61 | 0.48 | 0.87 | 0.92 | 0.9 | Summer | R-IMERG V05B | 0.622 | 0.9 | 0.9 | 0.73 | 0.78 | 0.87 | 0.87 | 0.86 | R-IMERGV04A | 0.41 | 0.68 | 0.9 | 0.66 | 0.77 | 0.9 | 0.88 | 0.84 | TRMM 3B42 | 0.62 | 0.95 | 0.93 | 0.78 | 0.79 | 0.88 | 0.88 | 0.87 | CMORPH-CRT | 0.46 | 0.91 | 0.87 | 0.61 | 0.83 | 0.88 | 0.85 | 0.67 | Autumn | R-IMERG V05B | 0.75 | 0.94 | 0.93 | 0.68 | 0.78 | 0.92 | 0.7 | 0.88 | R-IMERGV04A | 0.567 | 0.8 | 0.91 | 0.64 | 0.8 | 0.92 | 0.71 | 0.87 | TRMM 3B42 | 0.57 | 0.96 | 0.94 | 0.71 | 0.68 | 0.92 | 0.66 | 0.85 | CMORPH-CRT | 0.39 | 0.9 | 0.92 | 0.44 | 0.55 | 0.85 | 0.63 | 0.74 | Winter | R-IMERG V05B | 0.69 | 0.78 | 0.5 | 0.77 | 0.86 | 0.94 | 0.95 | 0.78 | R-IMERGV04A | 0.57 | 0.73 | 0.47 | 0.69 | 0.79 | 0.96 | 0.96 | 0.81 | TRMM 3B42 | 0.59 | 0.64 | 0.56 | 0.48 | 0.87 | 0.78 | 0.83 | 0.77 | CMORPH-CRT | −0.22 | 0.38 | 0.14 | 0.22 | −0.16 | 0.51 | 0.55 | 0.31 |
| RB (%) | Spring | R-IMERG V05B | −0.8 | 3.95 | 10.43 | 1.42 | 19.5 | 17 | 6.57 | 1.77 | R-IMERGV04A | −31.41 | −69.78 | −2.46 | −3.67 | 15.73 | 16.18 | 5.7 | 2.37 | TRMM 3B42 | −8.35 | 10.12 | 6.21 | 2.73 | 4.51 | 6.65 | 6.33 | 5.53 | CMORPH-CRT | 62.96 | 9.24 | 8.44 | −2.09 | 2.77 | 8.08 | −0.47 | −3.89 | Summer | R-IMERG V05B | 3.72 | 3.62 | 10.55 | 6.65 | 14.17 | 9.03 | 4.68 | −0.54 | R-IMERGV04A | −0.39 | −33.99 | 8.33 | 6.06 | 15.69 | 9.42 | 3.63 | −0.44 | TRMM 3B42 | −3.28 | 4.17 | 6.43 | 4.59 | 11.47 | 8.64 | 2.14 | 2.19 | CMORPH-CRT | 13.12 | 2.75 | 4.69 | −0.32 | 6.37 | 3.25 | 1 | −6.48 | Autumn | R-IMERG V05B | 10.4 | 2.75 | 8.5 | 4.1 | 13.04 | 6.94 | 8.29 | 2.83 | R-IMERGV04A | −34.01 | −52.7 | 0.85 | 1.44 | 7.47 | 4.95 | 7.04 | 2.38 | TRMM 3B42 | −28.72 | 4.25 | 1.26 | 0.53 | 6.46 | −0.66 | 3.36 | 0.13 | CMORPH-CRT | 23.28 | 11 | 2.78 | −0.37 | −0.61 | −2.07 | 1.58 | −6.79 | Winter | R-IMERG V05B | 13.5 | −28.4 | −28.86 | −12.75 | 25.16 | 21.34 | 14.35 | −1.89 | R-IMERGV04A | −77.79 | −89.63 | −72.46 | −21.34 | −17.15 | 3.36 | 10.31 | 2.33 | TRMM 3B42 | 31.67 | 10.78 | 7.72 | −24.91 | 42.46 | −11.64 | −4.35 | −8.38 | CMORPH-CRT | −34.64 | 79.89 | 19.06 | 16.5 | −65.76 | 35.76 | −2.94 | −13.94 |
| RMSE (mm/day) | Spring | R-IMERG V05B | 0.31 | 0.26 | 0.16 | 0.59 | 0.35 | 0.36 | 0.63 | 0.908 | R-IMERGV04A | 0.41 | 0.8 | 0.2 | 0.79 | 0.32 | 0.35 | 0.62 | 0.88 | TRMM 3B42 | 0.35 | 0.24 | 0.18 | 0.65 | 0.28 | 0.25 | 0.62 | 0.89 | CMORPH-CRT | 1.34 | 0.49 | 0.29 | 0.97 | 0.45 | 0.35 | 0.72 | 1.13 | Summer | R-IMERG V05B | 0.63 | 0.58 | 0.46 | 1.2 | 0.74 | 0.68 | 0.96 | 1.16 | R-IMERGV04A | 0.73 | 1.37 | 0.45 | 1.35 | 0.79 | 0.633 | 0.91 | 1.19 | TRMM 3B42 | 0.62 | 0.49 | 0.38 | 1.1 | 0.7 | 0.7 | 0.93 | 1.09 | CMORPH-CRT | 0.8 | 0.55 | 0.48 | 1.39 | 0.6 | 0.58 | 1.05 | 1.75 | Autumn | R-IMERG V05B | 0.28 | 0.25 | 0.25 | 0.65 | 0.27 | 0.33 | 0.64 | 0.67 | R-IMERGV04A | 0.36 | 0.81 | 0.26 | 0.7 | 0.22 | 0.32 | 0.62 | 0.69 | TRMM 3B42 | 0.35 | 0.22 | 0.22 | 0.63 | 0.28 | 0.31 | 0.63 | 0.74 | CMORPH-CRT | 0.55 | 0.34 | 0.26 | 1.3 | 0.29 | 0.43 | 0.72 | 0.98 | Winter | R-IMERG V05B | 0.19 | 0.07 | 0.08 | 0.28 | 0.14 | 0.13 | 0.33 | 0.42 | R-IMERGV04A | 0.21 | 0.14 | 0.11 | 0.35 | 0.13 | 0.11 | 0.27 | 0.44 | TRMM 3B42 | 0.17 | 0.08 | 0.06 | 0.56 | 0.18 | 0.17 | 0.52 | 0.438 | CMORPH-CRT | 0.28 | 0.18 | 0.12 | 2.02 | 0.36 | 0.39 | 1 | 0.89 |
| RRMSE (%) | Spring | R-IMERG V05B | 66.34 | 26.42 | 20.06 | 24.89 | 25.97 | 23.72 | 13.65 | 14.18 | R-IMERGV04A | 88.06 | 79.86 | 24.36 | 33.29 | 23.79 | 23.51 | 13.5 | 13.77 | TRMM 3B42 | 75.21 | 23.74 | 22.68 | 27.55 | 21.4 | 16.76 | 13.52 | 13.95 | CMORPH-CRT | 286.2 | 48.64 | 36.37 | 40.92 | 34.14 | 23.41 | 15.52 | 17.72 | Summer | R-IMERG V05B | 65.22 | 19.2 | 22.27 | 20.31 | 20.75 | 18.21 | 14.8 | 14.65 | R-IMERGV04A | 76.22 | 45.27 | 21.48 | 22.27 | 21.97 | 16.9 | 14 | 15.05 | TRMM 3B42 | 65.18 | 16.07 | 18.1 | 18.09 | 19.62 | 18.74 | 14.3 | 13.8 | CMORPH-CRT | 82.99 | 18.01 | 23.03 | 22.93 | 16.67 | 15.51 | 16.22 | 22.11 | Autumn | R-IMERG V05B | 58.57 | 19.36 | 20.43 | 21.05 | 21.81 | 15.03 | 18.09 | 15.5 | R-IMERGV04A | 76.04 | 62.77 | 20.97 | 22.86 | 17.62 | 14.3 | 17.47 | 15.91 | TRMM 3B42 | 73.97 | 17.06 | 17.45 | 20.47 | 22.59 | 13.84 | 17.58 | 17.13 | CMORPH-CRT | 115.8 | 26.59 | 20.86 | 42.14 | 23.06 | 19.24 | 20.2 | 22.84 | Winter | R-IMERG V05B | 93.91 | 58.73 | 57.91 | 38.43 | 43.2 | 32.12 | 21.81 | 17.76 | R-IMERGV04A | 111.2 | 115.7 | 86.18 | 48.23 | 39.77 | 27.04 | 17.89 | 18.58 | TRMM 3B42 | 91.39 | 64.61 | 47.22 | 77.27 | 53.99 | 40.92 | 34 | 18.45 | CMORPH-CRT | 146.2 | 149.9 | 87.95 | 276.6 | 111 | 93.15 | 65.05 | 37.6 |
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