[HTML][HTML] Spatial downscaling of GRACE data based on XGBoost model for improved understanding of hydrological droughts in the Indus Basin Irrigation System (IBIS)
Climate change may cause severe hydrological droughts, leading to water shortages which
will require to be assessed using high-resolution data. Gravity Recovery and Climate …
will require to be assessed using high-resolution data. Gravity Recovery and Climate …
Constructing high-resolution groundwater drought at spatio-temporal scale using GRACE satellite data based on machine learning in the Indus Basin
The complicated phenomenon induced by inadequate precipitation is a drought that impacts
water resources and human life. Traditional methods to assess groundwater drought events …
water resources and human life. Traditional methods to assess groundwater drought events …
[HTML][HTML] Combining downscaled-GRACE data with SWAT to improve the estimation of groundwater storage and depletion variations in the Irrigated Indus Basin (IIB)
The growth of agricultural production systems is a major driver of groundwater depletion
worldwide. Balancing groundwater supply and food production requires localized …
worldwide. Balancing groundwater supply and food production requires localized …
Application of the machine learning methods for GRACE data based groundwater modeling, a systematic review
V Nourani, NJ Paknezhad, A Ag, Z Wen… - Groundwater for …, 2024 - Elsevier
Abstract The Gravity Recovery and Climate Experiment (GRACE) data has brought
significant advancements in groundwater (GW) analysis by providing crucial information …
significant advancements in groundwater (GW) analysis by providing crucial information …
[HTML][HTML] Harnessing machine learning for assessing climate change influences on groundwater resources: a comprehensive review
Climate change is a major concern for a range of environmental issues including water
resources especially groundwater. Recent studies have reported significant impact of …
resources especially groundwater. Recent studies have reported significant impact of …
Statistical downscaling of GRACE TWSA estimates to a 1-km spatial resolution for a local-scale surveillance of flooding potential
Abstract The Gravity Recovery and Climate Experiment (GRACE) paved the way for large-
scale monitoring of the hydrological extremes. However, local scale analysis is aslo …
scale monitoring of the hydrological extremes. However, local scale analysis is aslo …
[HTML][HTML] Evaluating groundwater storage change and recharge using GRACE data: A case study of aquifers in Niger, West Africa
Accurately assessing groundwater storage changes in Niger is critical for long-term water
resource management but is difficult due to sparse field data. We present a study of …
resource management but is difficult due to sparse field data. We present a study of …
Investigating the local-scale fluctuations of groundwater storage by using downscaled GRACE/GRACE-FO JPL mascon product based on machine learning (ML) …
B Khorrami, S Ali, O Gündüz - Water Resources Management, 2023 - Springer
Groundwater storage is of grave significance for humanity by sustaining the required water
for agricultural irrigation, industry, and domestic use. Notwithstanding the impressive …
for agricultural irrigation, industry, and domestic use. Notwithstanding the impressive …
The GWR model-based regional downscaling of GRACE/GRACE-FO derived groundwater storage to investigate local-scale variations in the North China Plain
S Ali, J Ran, Y Luan, B Khorrami, Y Xiao… - Science of The Total …, 2024 - Elsevier
Groundwater storage and depletion fluctuations in response to groundwater availability for
irrigation require understanding on a local scale to ensure a reliable groundwater supply …
irrigation require understanding on a local scale to ensure a reliable groundwater supply …
[HTML][HTML] Spatial downscaling and gap-filling of SMAP soil moisture to high resolution using MODIS surface variables and machine learning approaches over …
High-resolution soil moisture (SM) information is essential for regional to global hydrological
and agricultural applications. The Soil Moisture Active Passive (SMAP) offers daily global …
and agricultural applications. The Soil Moisture Active Passive (SMAP) offers daily global …