利用青藏高原色林错流域2014年4月到2015年3月期间5个地面观测站点的降水资料,对两种遥感降水——热带降水测量计划降水产品(Tropical Rainfall Measuring Mission, TRMM)和全球降水测量(Global Precipitation Measurement, GPM)——观测产品在高海拔、寒冷条件的适用性进行了评价。通过相关性评价指标、误差统计评价指标和分类统计评价指标等对比,发现:① 无论在日和年尺度上,相较于TRMM卫星降水产品而言,GPM卫星降水产品的精确度更高;TRMM产品明显过高估测了降水量;② 两种产品对强降水事件的探测性能都有较大缺陷,GPM产品对弱降水事件的探测能力明显优于TRMM产品;③ 随着统计时间尺度的增大,GPM降水产品的精度呈明显增加趋势。
In this paper, the uncertainties of satellite precipitation products, both of Global Precipitation Measurement (GPM) and widely used precipitation product—Tropical Rainfall Measuring Mission (TRMM), were evaluated based on the data from five meteorological stations in the Silin Co Basin in the Tibetan Plateau during the period from April 2014 to March 2015. The accuracies of GPM and TRMM were studied using the correlation evaluation index (Person Correlation Coefficient R), Error statistical evaluation index (including the root mean square error RMSE and percent bias PB) and classification statistical evaluation index (BIAS, POD, FAR and HKS score). The results showed that: ① The accuracy of GPM was higher than that of TRMM at both daily and annual timescales, and the precipitation was significantly overestimated if the TRMM products were used; ② Although GPM performed better than TRMM in detecting weak precipitation events, there were some big flaws of both products in detecting the heavy precipitation events; ③ The accuracy of GPM was obviously increased with the increase of timescale.
〔1〕 王乃昂,马宁,陈红宝,等.巴丹吉林沙漠腹地降水特征的初步分析〔J〕.水科学进展,2013,24(2):153-160.〔Wang Nai’ang,Ma Ning,Chen Hongbao,et al.A preliminary study of precipitation characteristics in the hinterland of Badain Jaran Desert〔J〕.Advances in Water Science,2013,24(2):153-160.〕
〔2〕 Kidd C,Huffman G J.Global precipitation measurement〔J〕.Meteorological Applications,2011,18(3):334-353.
〔3〕 Nicholson S E,Some B,McCollum J,et al.Validation of TRMM and other rainfall estimates with a high-density gauge dataset for West Africa.Part II:Validation of TRMM rainfall products〔J〕.Journal of Applied Meteorology,2003,42(10):1 355-1 368.
〔4〕 金晓龙,邵华,张弛,等.GPM卫星降水数据在天山山区的适用性分析〔J〕.自然资源学报,2016,31(12):2 074-2 085.〔Jin Xiaolong,Shao Hua,Zhang Chi,et al.The applicability evaluation of three satellite products in Tianshan Mountains〔J〕.Journal of Natural Resources,2016,31(12):2 074-2 085.〕
〔5〕 李慧,杨涛,何祺胜,等.新疆天山山区TRMM卫星降水数据的复合校正方法〔J〕.干旱区研究,2017,34(3):585-590.〔Li Hui,Yang Tao,He Qisheng,et al.Composite correction method of TRMM satellite precipitation data in the Tianshan Mountains,Xinjiang〔J〕.Arid Zone Research,2017,34(3):585-590.〕
〔6〕 唐国强,万玮,曾子悦,等.全球降水测量(GPM)计划及其最新进展综述〔J〕.遥感技术与应用,2015,30(4):607-615.〔Tang Guoqiang,Wan Wei,Zeng Ziyue,et al.An overview of the Global Precipitation Measurement (GPM) Mission and it’s latest development〔J〕.Remote Sensing Technology and Application,2015,30(4):607-615.〕
〔7〕 Tang G,Ma Y,Long D,et al.Evaluation of GPM Day-1 IMERG and TMPA Version-7 legacy products over Mainland China at multiple spatiotemporal scales〔J〕.Journal of Hydrology,2016,533:152-167.
〔8〕 He Z,Yang L,Tian F,et al.Intercomparisons of rainfall estimates from TRMM and GPM multisatellite products over the upper Mekong River basin〔J〕.Journal of Hydrometeorology,2017,18(2):413-430.
〔9〕 Yao T,Thompson L G,Mosbrugger V,et al.Third Pole Environment (TPE)〔J〕.Environmental Development,2012,3:52-64.
〔10〕Yang K,Wu H,Qin J,et al.Recent climate changes over the Tibetan Plateau and their impacts on energy and water cycle:A review〔J〕.Global and Planetary Change,2014,112:79-91.
〔11〕郝振纯,童凯,张磊磊,等.TRMM降水资料在青藏高原的适用性分析〔J〕.水文,2011,31(5):18-23.〔Hao Zhenchun,Tong Kai,Zhang Leilei,et al.Applicability analysis of TRMM precipitation estimates in Tibetan Plateau〔J〕.Journal of China Hydrology,2011,31(5):18-23.〕
〔12〕张蒙,黄安宁,计晓龙,等.卫星反演降水资料在青藏高原地区的适用性分析〔J〕.高原气象,2016,35(1):34-42.〔Zhang Meng,Huang Anning,Ji Xiaolong,et al.Validation of satellite precipitation products over Qinghai-Xizang Plateau region〔J〕.Plateau Meteorology,2016,35(1):34-42.〕
〔13〕杨志刚,杜军,林志强.1961—2012年西藏色林错流域极端气温事件变化趋势〔J〕.生态学报,2015,35(3):613-621.〔Yang Zhigang,Du Jun,Lin Zhiqiang.Extreme air temperature changes in Selin Co basin Tibet(1961-2012)〔J〕.Acta Ecologica Sinica,2015,35(3):613-621.〕
〔14〕蔡英,李栋梁,汤懋苍,等.青藏高原近50年来气温的年代际变化〔J〕.高原气象,2003,22(5):464-470.〔Cai Ying,Li Dongliang,Tang Maocang,et al.Decadal temperature changes over Qinghai-Xizang Plateau in recent 50 years〔J〕.Plateau Meteorology,2003,22(5):464-470.〕
〔15〕达桑.近50年西藏色林错流域气温和降水的变化趋势〔J〕.西藏科技,2011(1):42-45.〔Da Sang.The trend of temperature and precipitation changes in Selin Co basin Tibet in recent 50 years〔J〕.Tibet Science and Technology,2011(1):42-45.〕
〔16〕郭燕红.色林错湖面蒸发对湖泊水量平衡贡献的观测与模拟研究〔D〕.北京:中国科学院大学,2016.〔Guo Yanhong.Observation and Simulation Study on Contribution of Water Evaporation to Water Balance over Selin Co Lake〔D〕.Beijing:University of Chinese Academy of Sciences,2016.〕
〔17〕Ma Y,Zhang Y,Yang D,et al.Precipitation bias variability versus various gauges under different climatic conditions over the Third Pole Environment (TPE) region〔J〕.International Journal of Climatology,2015,35(7):1 201-1 211.