PROGRESS IN GEOGRAPHY ›› 2018, Vol. 37 ›› Issue (11): 1533-1544.doi: 10.18306/dlkxjz.2018.11.009
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Yanxin ZHU1,2(), Yanfang SANG1,*(
)
Received:
2018-07-13
Revised:
2018-09-30
Online:
2018-11-28
Published:
2018-11-28
Contact:
Yanfang SANG
E-mail:zhuyx.18s@igsnrr.ac.cn;sangyf@igsnrr.ac.cn
Supported by:
Yanxin ZHU, Yanfang SANG. Spatial variability in the seasonal distribution of precipitation on the Tibetan Plateau[J].PROGRESS IN GEOGRAPHY, 2018, 37(11): 1533-1544.
Tab.1
Summary of 14 precipitation datasets used in this study"
数据集名称 | 时间分辨率 | 空间分辨率 | 时间跨度 | 数据集描述 | 备注 |
---|---|---|---|---|---|
观测数据 | 月降水 | 站点 | 1979-2010 | 中国气象站点降水观测数据 | http://data.cma.cn/ |
APHRODITE | 日降水 | 0.25°×0.25° | 1951-2007 | 利用亚洲地区雨量站观测数据生成的格点降水数据 | http://www.chikyu.ac.jp/precip/products.html |
CMAP | 月降水 | 2.5°×2.5° | 1979-2017 | 融合雨量站观测数据、卫星数据和模型输出数据生成的全球降水数据 | https://www.esrl.noaa.gov/psd/data/gridded/data.cmap.html |
陈德亮 | 日降水 | 0.5°×0.5° | 1961-2010 | 哥德堡大学陈德亮主持发展的中国降水格点数据 | https://rcg.gvc.gu.se/data/ChinaPrecip/index.htm |
赵煜飞等 | 日降水 | 0.5°×0.5° | 1961-2013 | 利用中国气象站观测数据插值生成的格点降水数据 | 赵煜飞等(2015) |
CRU | 月降水 | 0.5°×0.5° | 1901-2016 | 整合全球若干个知名数据库重建的气候要素数据 | http://www.cru.uea.ac.uk/~timm/grid/CRU_TS_2_1./html |
ERA-I | 月降水 | 0.703°×0.702° | 1979-2016 | 再分析数据 | https://rda.ucar.edu/datasets/ds627.1/ |
GLDAS | 月降水 | 0.25°×0.25° | 1948-2017 | 再分析数据 | https://disc.gsfc.nasa.gov/datasets/GLDAS_NOAH025_M_V2.0/summary?keywords=GLDAS |
GPPCP | 月降水 | 2.5°×2.5° | 1979-2016 | 基于卫星数据,由雨量站观测数据校正生成的全球降水数据 | https://www.esrl.noaa.gov/psd/data/gridded/data.gpPCP.html |
JRA-55 | 月降水 | 0.562°×0.562° | 1958-2013 | 再分析数据 | https://rda.ucar.edu/datasets/ds628.1/ |
NCEP-NCAR | 月降水 | 1.875°×1.904° | 1948-2017 | 再分析数据 | https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis.derived.html |
SM | 日降水 | 0.5°×0.5° | 2007-2015 | 基于SM2RAIN算法,利用卫星土壤墒情数据生成的全球降水数据 | http://hydrology.irpi.cnr.it/download-area/sm2rain-data-sets/ |
TRMM34B3 | 月降水 | 0.25°×0.25° | 1998-2016 | 融合卫星数据和全球雨量站数据生成的全球降水数据 | https://disc.gsfc.nasa.gov/datasets/TRMM_3B43_V7/summary?keywords=TRMM |
IGSNRR | 日降水 | 0.25°×0.25° | 1952-2012 | 利用插值后的地面监测站降水数据驱动VIC水文模型生成的中国降水数据 | Zhang et al.(2014) |
Tab.2
Comparison of results of 13 precipitation datasets with the observed precipitation dataset at the monthly scale"
R | BIAS | RMSE | ||||||
---|---|---|---|---|---|---|---|---|
均值 | 取值范围 | 均值/% | 取值范围/% | 均值 | 取值范围 | |||
APHRODITE | 0.99 | 0.83~1.00 | 16.28 | 3~118 | 7.08 | 1~63 | ||
CMAP | 0.96 | 0.38~1.00 | 45.39 | 5~406 | 14.15 | 2~96 | ||
陈德亮 | 0.98 | 0.66~1.00 | 15.83 | 3~88 | 6.92 | 0~34 | ||
赵煜飞等 | 0.98 | 0.73~1.00 | 37.63 | 4~395 | 13.58 | 3~91 | ||
CRU | 0.94 | -0.31~1.00 | 68.93 | 8~363 | 25.98 | 2~106 | ||
ERA-I | 0.95 | 0.67~0.99 | 355.59 | 65~1893 | 150.32 | 11~539 | ||
GLDAS | 0.94 | -0.37~1.00 | 68.09 | 7~330 | 26.36 | 2~127 | ||
GPCP | 0.96 | 0.28~1.00 | 70.76 | 7~430 | 23.65 | 4~88 | ||
JRA-55 | 0.93 | 0.51~0.99 | 113.90 | 14~809 | 37.98 | 5~108 | ||
NCEP-NCAR | 0.93 | 0.00~1.00 | 168.85 | 20~1435 | 58.32 | 7~150 | ||
SM | 0.90 | -0.20~1.00 | 109.15 | 22~787 | 43.95 | 1~217 | ||
TRMM | 0.96 | -0.03~1.00 | 44.43 | 5~273 | 15.22 | 2~63 | ||
IGSNRR | 0.99 | 0.87~1.00 | 22.58 | 4~159 | 10.19 | 1~60 |
Tab.3
Comparison of the concentration degree and concentration period results from 13 precipitation datasets with that from the observed precipitation dataset"
数据集 | R | BIAS/% | RMSE | |||||
---|---|---|---|---|---|---|---|---|
PCD | PCP | PCD | PCP | PCD | PCP | |||
APHRODITE | 0.86 | 0.85 | 6.62 | 1.87 | 0.06 | 5.62 | ||
CMAP | 0.52 | 0.43 | 11.51 | 3.25 | 0.10 | 8.89 | ||
陈德亮 | 0.70 | 0.82 | 5.79 | 1.81 | 0.09 | 5.68 | ||
赵煜飞等 | 0.83 | 0.81 | 6.00 | 2.10 | 0.07 | 6.85 | ||
CRU | 0.46 | 0.34 | 11.63 | 3.30 | 0.11 | 9.86 | ||
ERA-I | 0.66 | 0.63 | 20.38 | 4.97 | 0.13 | 10.17 | ||
GLDAS | 0.43 | 0.31 | 11.98 | 3.32 | 0.12 | 10.22 | ||
GPPCP | 0.43 | 0.35 | 15.55 | 3.45 | 0.12 | 9.17 | ||
JRA-55 | 0.57 | 0.50 | 30.40 | 6.99 | 0.18 | 14.73 | ||
NCEP-NCAR | 0.43 | 0.44 | 15.25 | 5.29 | 0.12 | 12.24 | ||
SM | 0.47 | 0.30 | 36.30 | 3.72 | 0.20 | 10.54 | ||
TRMM | 0.64 | 0.71 | 10.89 | 2.53 | 0.10 | 7.07 | ||
IGSNRR | 0.92 | 0.92 | 4.24 | 1.41 | 0.05 | 3.89 |
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