Evaluation of GPM-era Global Satellite Precipitation Products over Multiple Complex Terrain Regions

被引:82
|
作者
Derin, Yagmur [1 ]
Anagnostou, Emmanouil [1 ]
Berne, Alexis [2 ]
Borga, Marco [3 ]
Boudevillain, Brice [4 ]
Buytaert, Wouter [5 ]
Chang, Che-Hao [6 ]
Chen, Haonan [7 ]
Delrieu, Guy [4 ]
Hsu, Yung Chia [8 ]
Lavado-Casimiro, Waldo [9 ]
Manz, Bastian [5 ]
Moges, Semu [10 ]
Nikolopoulos, Efthymios I. [11 ]
Sahlu, Dejene [12 ]
Salerno, Franco [13 ]
Rodriguez-Sanchez, Juan-Pablo [14 ]
Vergara, Humberto J. [15 ]
Yilmaz, Koray K. [16 ]
机构
[1] Univ Connecticut, Dept Civil & Environm Engn, Storrs, CT 06269 USA
[2] Ecole Polytech Fed Lausanne, Environm Remote Sensing Lab, CH-1015 Lausanne, Switzerland
[3] Univ Padua, Dept Land Environm Agr & Forestry, I-35139 Padua, Italy
[4] Univ Grenoble Alpes Commun, Inst Environm Geosci, F-38000 Grenoble, France
[5] Imperial Coll London, Dept Civil & Environm Engn, London SW7 2AZ, England
[6] Natl Taipei Univ Technol, Dept Civil Engn, Taipei 10608, Taiwan
[7] NOAA, Div Phys Sci, Earth Syst Res Lab, Boulder, CO 80301 USA
[8] Natl Chiao Tung Univ, Disaster Prevent & Water Environm Res Ctr, Hsinchu 30010, Taiwan
[9] Serv Nacl Meteorol & Hidrol, Lima 10032, Peru
[10] Addis Ababa Inst Technol, Sch Civil & Environm Engn, Addis Ababa 1000, Ethiopia
[11] Florida Inst Technol Melbourne, Dept Mech & Civil Engn, Melbourne, FL 32901 USA
[12] Bahir Dar Univ, Inst Disaster Risk Management Food Secur Studies, Bahir Dar 6000, Ethiopia
[13] CNR, Water Res Inst, IRSA CNR, I-38930 Brugherio, Italy
[14] Univ Los Andes, Dept Civil & Environm Engn, Bogota 111711, Colombia
[15] Univ Oklahoma, Cooperat Inst Mesoscale Meteorol Studies, Norman, OK 73019 USA
[16] Middle East Tech Univ, Dept Geol Engn, TR-06531 Ankara, Turkey
关键词
satellite-based precipitation product; complex terrain; validation; RAINFALL PRODUCTS; PASSIVE MICROWAVE; ANALYSIS TMPA; GAUGE; PERFORMANCE; RADAR; GSMAP; RETRIEVALS; ALGORITHM; EVENT;
D O I
10.3390/rs11242936
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The great success of the Tropical Rainfall Measuring Mission (TRMM) and its successor Global Precipitation Measurement (GPM) has accelerated the development of global high-resolution satellite-based precipitation products (SPP). However, the quantitative accuracy of SPPs has to be evaluated before using these datasets in water resource applications. This study evaluates the following GPM-era and TRMM-era SPPs based on two years (2014-2015) of reference daily precipitation data from rain gauge networks in ten mountainous regions: Integrated Multi-SatellitE Retrievals for GPM (IMERG, version 05B and version 06B), National Oceanic and Atmospheric Administration (NOAA)/Climate Prediction Center Morphing Method (CMORPH), Global Satellite Mapping of Precipitation (GSMaP), and Multi-Source Weighted-Ensemble Precipitation (MSWEP), which represents a global precipitation data-blending product. The evaluation is performed at daily and annual temporal scales, and at 0.1 deg grid resolution. It is shown that GSMaPV07 surpass the performance of IMERGV06B Final for almost all regions in terms of systematic and random error metrics. The new orographic rainfall classification in the GSMaPV07 algorithm is able to improve the detection of orographic rainfall, the rainfall amounts, and error metrics. Moreover, IMERGV05B showed significantly better performance, capturing the lighter and heavier precipitation values compared to IMERGV06B for almost all regions due to changes conducted to the morphing, where motion vectors are derived using total column water vapor for IMERGV06B.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] First evaluation of GPM-Era satellite precipitation products with new observations on the western Tibetan Plateau
    Zhan, Changhui
    Chen, Yingying
    Yang, Kun
    Lazhu
    Zhou, Xu
    Jiang, Yaozhi
    Ling, Xiaoyan
    Tian, Jiaxin
    Wang, Yan
    Li, Xin
    Yang, Hua
    [J]. ATMOSPHERIC RESEARCH, 2023, 283
  • [2] Statistical Evaluation of the Latest GPM-Era IMERG and GSMaP Satellite Precipitation Products in the Yellow River Source Region
    Shi, Jiayong
    Yuan, Fei
    Shi, Chunxiang
    Zhao, Chongxu
    Zhang, Limin
    Ren, Liliang
    Zhu, Yonghua
    Jiang, Shanhu
    Liu, Yi
    [J]. WATER, 2020, 12 (04)
  • [3] Statistical evaluation of the latest GPM-Era IMERG and GSMaP satellite precipitation products in the Yellow River source region
    Shi, Jiayong
    Yuan, Fei
    Shi, Chunxiang
    Zhao, Chongxu
    Zhang, Limin
    Ren, Liliang
    Zhu, Yonghua
    Jiang, Shanhu
    Liu, Yi
    [J]. Water (Switzerland), 2020, 12 (04):
  • [4] Evaluation of GPM-Era Satellite Precipitation Products on the Southern Slopes of the Central Himalayas Against Rain Gauge Data
    Sharma, Shankar
    Chen, Yingying
    Zhou, Xu
    Yang, Kun
    Li, Xin
    Niu, Xiaolei
    Hu, Xin
    Khadka, Nitesh
    [J]. REMOTE SENSING, 2020, 12 (11)
  • [5] Multiregional Satellite Precipitation Products Evaluation over Complex Terrain
    Derin, Yagmur
    Anagnostou, Emmanouil
    Berne, Alexis
    Borga, Marco
    Boudevillain, Brice
    Buytaert, Wouter
    Chang, Che-Hao
    Delrieu, Guy
    Hong, Yang
    Hsu, Yung Chia
    Lavado-Casimiro, Waldo
    Manz, Bastian
    Moges, Semu
    Nikolopoulos, Efthymios I.
    Sahlu, Dejene
    Salerno, Franco
    Rodriguez-Sanchez, Juan-Pablo
    Vergara, Humberto J.
    Yilmaz, Koray K.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2016, 17 (06) : 1817 - 1836
  • [6] Assessment of GPM-Era Satellite Products' (IMERG and GSMaP) Ability to Detect Precipitation Extremes over Mountainous Country Nepal
    Nepal, Bikash
    Shrestha, Dibas
    Sharma, Shankar
    Shrestha, Mandira Singh
    Aryal, Deepak
    Shrestha, Nitesh
    [J]. ATMOSPHERE, 2021, 12 (02)
  • [7] Assessment of the Latest GPM-Era High-Resolution Satellite Precipitation Products by Comparison with Observation Gauge Data over the Chinese Mainland
    Ning, Shaowei
    Wang, Jie
    Jin, Juliang
    Ishidaira, Hiroshi
    [J]. WATER, 2016, 8 (11)
  • [8] Evaluation of Precipitation Vertical Profiles Estimated by GPM-Era Satellite-Based Passive Microwave Retrievals
    Utsumi, Nobuyuki
    Turk, F. Joseph
    Haddad, Ziad S.
    Kirstetter, Pierre-Emmanuel
    Kim, Hyungjun
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2021, 22 (01) : 95 - 112
  • [9] Evaluation of latest GPM-Era high-resolution satellite precipitation products during the May 2017 Guangdong extreme rainfall event
    Zhang, Asi
    Xiao, Liusi
    Min, Chao
    Chen, Sheng
    Kulie, Mark
    Huang, Chaoying
    Liang, Zhenqing
    [J]. ATMOSPHERIC RESEARCH, 2019, 216 : 76 - 85
  • [10] An Evaluation of Microwave Land Surface Emissivities Over the Continental United States to Benefit GPM-Era Precipitation Algorithms
    Ferraro, Ralph R.
    Peters-Lidard, Christa D.
    Hernandez, Cecilia
    Turk, F. Joseph
    Aires, Filipe
    Prigent, Catherine
    Lin, Xin
    Boukabara, Sid-Ahmed
    Furuzawa, Fumie A.
    Gopalan, Kaushik
    Harrison, Kenneth W.
    Karbou, Fatima
    Li, Li
    Liu, Chuntao
    Masunaga, Hirohiko
    Moy, Leslie
    Ringerud, Sarah
    Skofronick-Jackson, Gail M.
    Tian, Yudong
    Wang, Nai-Yu
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (01): : 378 - 398