Machine learning downscaling of GRACE/GRACE-FO data to capture spatial-temporal drought effects on groundwater storage at a local scale under data-scarcity

被引：0
|
作者：
Shilengwe, Christopher [1 ,2 ]
Banda, Kawawa [2 ]
Nyambe, Imasiku [2 ]
机构：
[1] National Remote Sensing Centre, Airport Road, Lusaka, Zambia
[2] Integrated Water Resource Management Centre, Department of Geology, The University of Zambia, School of Mines, Lusaka, Zambia
来源：
Environmental Systems Research | 2024年 / 13卷 / 01期
关键词：
Barotse catchment; Drought; Downscaling; GRACE TWSA; Groundwater storage anomaly; Machine learning;
D O I：
10.1186/s40068-024-00368-1
中图分类号：
学科分类号：
摘要：
89
引用
收藏
相关论文
共 30 条
  • [1] Downscaled GRACE/GRACE-FO observations for spatial and temporal monitoring of groundwater storage variations at the local scale using machine learning
    Ali, Shoaib
    Ran, Jiangjun
    Khorrami, Behnam
    Wu, Haotian
    Tariq, Aqil
    Jehanzaib, Muhammad
    Khan, Muhammad Mohsin
    Faisal, Muhammad
    [J]. GROUNDWATER FOR SUSTAINABLE DEVELOPMENT, 2024, 25
  • [2] Characterization of groundwater storage changes in the Amazon River Basin based on downscaling of GRACE/GRACE-FO data with machine learning models
    Satizabal-Alarcon, Diego Alejandro
    Suhogusoff, Alexandra
    Ferrari, Luiz Carlos
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2024, 912
  • [3] Retrieval of groundwater storage anomalies in eastern region of Korla by downscaling GRACE/GRACE-FO data
    Liu, Dongxu
    Hu, Litang
    Sun, Jianchong
    Cheng, Qi
    Ma, Yixuan
    Liu, Xin
    [J]. Cehui Xuebao/Acta Geodaetica et Cartographica Sinica, 2024, 53 (07): : 1265 - 1277
  • [4] Comparison features importance for temporal and spatial-temporal approaches in GRACE and GRACE-FO signal reconstruction based on GLDAS data
    Szabo, Viktor
    [J]. INTERNATIONAL JOURNAL OF HYDROLOGY SCIENCE AND TECHNOLOGY, 2023, 16 (04) : 370 - 389
  • [5] Using the Local Drought Data and GRACE/GRACE-FO Data to Characterize the Drought Events in Mainland China from 2002 to 2020
    Cui, Lilu
    Zhang, Cheng
    Luo, Zhicai
    Wang, Xiaolong
    Li, Qiong
    Liu, Lulu
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (20):
  • [6] Investigating the Local-scale Fluctuations of Groundwater Storage by Using Downscaled GRACE/GRACE-FO JPL Mascon Product Based on Machine Learning (ML) Algorithm
    Khorrami, Behnam
    Ali, Shoaib
    Gunduz, Orhan
    [J]. WATER RESOURCES MANAGEMENT, 2023, 37 (09) : 3439 - 3456
  • [7] Investigating the Local-scale Fluctuations of Groundwater Storage by Using Downscaled GRACE/GRACE-FO JPL Mascon Product Based on Machine Learning (ML) Algorithm
    Behnam Khorrami
    Shoaib Ali
    Orhan Gündüz
    [J]. Water Resources Management, 2023, 37 : 3439 - 3456
  • [8] The GWR model-based regional downscaling of GRACE/GRACE-FO derived groundwater storage to investigate local-scale variations in the North China Plain
    Ali, Shoaib
    Ran, Jiangjun
    Luan, Yi
    Khorrami, Behnam
    Xiao, Yun
    Tangdamrongsub, Natthachet
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2024, 908
  • [9] Spatial-temporal variations of groundwater storage in China: A multiscale analysis based on GRACE data
    Zhao, Kaiyu
    Fang, Zihang
    Li, Jingwei
    He, Chunyang
    [J]. RESOURCES CONSERVATION AND RECYCLING, 2023, 197
  • [10] Modelling spatial covariances for terrestrial water storage variations verified with synthetic GRACE-FO data
    Boergens, Eva
    Dobslaw, Henryk
    Dill, Robert
    Thomas, Maik
    Dahle, Christoph
    Murboeck, Michael
    Flechtner, Frank
    [J]. GEM-INTERNATIONAL JOURNAL ON GEOMATHEMATICS, 2020, 11 (01)
123