Review on spatial downscaling of satellite derived precipitation estimates

被引:13
|
作者
Kofidou, Maria [1 ]
Stathopoulos, Stavros [1 ]
Gemitzi, Alexandra [1 ]
机构
[1] Democritus Univ Thrace, Dept Environm Engn, Xanthi, Greece
关键词
GPM IMERG; GPM precipitation; machine learning; precipitation downscaling; Satellite-derived precipitation; TRMM; LAND-SURFACE CHARACTERISTICS; REMOTELY-SENSED RAINFALL; GLOBAL PRECIPITATION; DATA ASSIMILATION; UNIVERSAL MULTIFRACTALS; PROFILING ALGORITHM; MESOSCALE RAINFALL; TRMM SATELLITE; MAINLAND CHINA; SOIL-MOISTURE;
D O I
10.1007/s12665-023-11115-7
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The present work aims at reviewing and identifying gaps in knowledge and future perspectives of satellite-derived precipi-tation downscaling algorithms. Here, various aspects related to statistical and dynamical downscaling approaches of the precipitation data sets from the Tropical Rainfall Measuring Mission (TRMM) and its successor Intergraded Multi-Satellite Retrievals for Global Precipitation Measurement (IMERG-GPM) mission are reviewed and the existing downscaling methods are categorized and analysed, to highlight the usefulness and applicability of the produced downscaled precipitation data sets. In addition, a critical comparison of the various statistical and dynamical methods for spatial or spatiotemporal downscaling of GPM and TRMM precipitation estimates was conducted, in terms of their advantages and disadvantages, simplicity of application and their suitability at different regional and temporal scales and hydroclimatic conditions. Finally, the adequacy of downscaling remotely sensed precipitation estimates as an effective way to obtain precipitation with sufficient spatial and temporal resolution is discussed and future challenges are highlighted.
引用
收藏
页数:33
相关论文
共 50 条
  • [21] Variations in satellite-derived precipitation estimates and atmospheric circulation over Africa
    Kousky, JV
    Thiaw, WM
    Levy, RC
    WATER RESOURCES VARIABILITY IN AFRICA DURING THE XXTH CENTURY, 1998, (252): : 11 - 18
  • [22] Variations in satellite-derived precipitation estimates and atmospheric circulation over Africa
    NOAA/NWS/NCEP, Climate Prediction Center, 4700 Silver Hill Road, Stop 9910, Washington, DC 20233-9910, United States
    不详
    IAHS-AISH Publ., 252 (11-18):
  • [23] Satellite derived precipitation estimates over Indian region during southwest monsoons
    Singh, Harvir
    Singh, O. P.
    JOURNAL OF INDIAN GEOPHYSICAL UNION, 2013, 17 (01): : 65 - 74
  • [24] Comparison of satellite remote sensing derived precipitation estimates and observed data in Kenya
    Macharia, Joseph M.
    Ngetich, Felix K.
    Shisanya, Chris A.
    AGRICULTURAL AND FOREST METEOROLOGY, 2020, 284
  • [25] Comparison analysis of six purely satellite-derived global precipitation estimates
    Chen, Hanqing
    Yong, Bin
    Shen, Yan
    Liu, Jiufu
    Hong, Yang
    Zhang, Jianyun
    JOURNAL OF HYDROLOGY, 2020, 581
  • [26] Spatial Downscaling of Satellite Precipitation Data in Humid Tropics Using a Site-Specific Seasonal Coefficient
    Mahmud, Mohd Rizaludin
    Hashim, Mazlan
    Matsuyama, Hiroshi
    Numata, Shinya
    Hosaka, Tetsuro
    WATER, 2018, 10 (04)
  • [27] An Overview of Theoretical and Practical Issues in Spatial Downscaling of Coarse Resolution Satellite-derived Products
    Park, No-Wook
    Kim, Yeseul
    Kwak, Geun-Ho
    KOREAN JOURNAL OF REMOTE SENSING, 2019, 35 (04) : 589 - 607
  • [28] Transient stochastic downscaling of quantitative precipitation estimates for hydrological applications
    Nogueira, M.
    Barros, A. P.
    JOURNAL OF HYDROLOGY, 2015, 529 : 1407 - 1421
  • [29] SPATIAL ASSOCIATION TO CHARACTERIZE THE CLIMATE TELECONNECTION PATTERNS IN ECUADOR BASED ON SATELLITE PRECIPITATION ESTIMATES
    Ballari, Daniela
    Campozano, Lenin
    Samaniego, Esteban
    Orellana, Daniel
    2020 IEEE LATIN AMERICAN GRSS & ISPRS REMOTE SENSING CONFERENCE (LAGIRS), 2020, : 219 - 224
  • [30] Using Fractal Downscaling of Satellite Precipitation Products for Hydrometeorological Applications
    Tao, Kun
    Barros, Ana P.
    JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2010, 27 (03) : 409 - 427