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Satellite Gravimetry Improves Seasonal Streamflow Forecast Initialization in AfricaWest Africa is one of the poorest regions in the world and highly vulnerable to extreme hydrological events due to the lack of reliable monitoring and forecast systems. For the first time, we demonstrate that initial hydrological conditions informed by satellite-based terrestrial water storage (TWS) estimates improve seasonal streamflow forecasts. TWS variability detected by the Gravity Recovery and Climate Experiment (GRACE) satellites is assimilated into a land surface model during 2003–2016 and used to initialize 6-month hindcasts (i.e., forecasts of past events) during West Africa's wet seasons. We find that GRACE data assimilation (DA) generally increases groundwater and soil moisture storage in the region, resulting in increased evapotranspiration and reduced total runoff. Total runoff is particularly lower at the headwaters of the Niger River, positively impacting streamflow simulations and hindcast initializations. Compared to simulations without GRACE-DA, hindcasts are notably improved at locations draining from large basin areas, in particular, over the Niger River basin, which is consistent with GRACE's coarse spatial resolution. The long memory of groundwater and deep soil moisture, two main TWS components updated by GRACE-DA, is reflected in prolonged improvements in the streamflow hindcasts. Model accuracy at Niamey, Niger, the most populated city where streamflow observations are available, improved up to 33% during the flood season. These new findings directly contribute to ongoing developments in food security, flood potential forecast, and water-related disaster warning systems for Africa.
Document ID
20210012684
Acquisition Source
Goddard Space Flight Center
Document Type
Reprint (Version printed in journal)
Authors
Augusto Getirana
(University of Maryland, College Park College Park, Maryland, United States)
Hahn Chul Jung
(Science Systems and Applications (United States) Lanham, Maryland, United States)
Kristi Arsenault
(Science Applications International Corporation (United States) McLean, Virginia, United States)
Sharaddhanand Shukla
(University of California, Santa Barbara Santa Barbara, California, United States)
Sujay Kumar
(Goddard Space Flight Center Greenbelt, Maryland, United States)
Christa Peters-Lidard
(Goddard Space Flight Center Greenbelt, Maryland, United States)
Issoufou Maigari
(Agrhymet Regional Centre Niamey, Niger)
Bako Mamane
(Agrhymet Regional Centre Niamey, Niger)
Date Acquired
March 29, 2021
Publication Date
January 11, 2020
Publication Information
Publication: Water Resources Research
Publisher: Wiley / American Geophysical Union
Volume: 56
Issue: 2
Issue Publication Date: February 1, 2020
ISSN: 0043-1397
e-ISSN: 1944-7973
Subject Category
Earth Resources And Remote Sensing
Lunar And Planetary Science And Exploration
Funding Number(s)
WBS: 430728.02.13.02.04
Distribution Limits
Public
Copyright
Portions of document may include copyright protected material.
Technical Review
External Peer Committee
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