Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins
<p>South and Southeast Asia is subject to significant hydrometeorological extremes, including drought. Under rising temperatures, growing populations, and an apparent weakening of the South Asian monsoon in recent decades, concerns regarding drought and its potential impacts on water and food...
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doaj-b9372f71e38144b7af8314b91070618a2021-01-04T14:04:08ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382021-01-0125416110.5194/hess-25-41-2021Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basinsY. Zhou0B. F. Zaitchik1S. V. Kumar2K. R. Arsenault3K. R. Arsenault4M. A. Matin5F. M. Qamer6R. A. Zamora7K. Shakya8Department of Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USADepartment of Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USAHydrological Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, Maryland, USAHydrological Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, Maryland, USAScience Applications International Corporation, Reston, Virginia, USAInternational Centre for Integrated Mountain Development, Kathmandu, NepalInternational Centre for Integrated Mountain Development, Kathmandu, NepalDepartment of Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USAInternational Centre for Integrated Mountain Development, Kathmandu, Nepal<p>South and Southeast Asia is subject to significant hydrometeorological extremes, including drought. Under rising temperatures, growing populations, and an apparent weakening of the South Asian monsoon in recent decades, concerns regarding drought and its potential impacts on water and food security are on the rise. Reliable sub-seasonal to seasonal (S2S) hydrological forecasts could, in principle, help governments and international organizations to better assess risk and act in the face of an oncoming drought. Here, we leverage recent improvements in S2S meteorological forecasts and the growing power of Earth observations to provide more accurate monitoring of hydrological states for forecast initialization. Information from both sources is merged in a South and Southeast Asia sub-seasonal to seasonal hydrological forecasting system (SAHFS-S2S), developed collaboratively with the NASA SERVIR program and end users across the region. This system applies the Noah-Multiparameterization (NoahMP) Land Surface Model (LSM) in the NASA Land Information System (LIS), driven by downscaled meteorological fields from the Global Data Assimilation System (GDAS) and Climate Hazards InfraRed Precipitation products (CHIRP and CHIRPS) to optimize initial conditions. The NASA Goddard Earth Observing System Model sub-seasonal to seasonal (GEOS-S2S) forecasts, downscaled using the National Center for Atmospheric Research (NCAR) General Analog Regression Downscaling (GARD) tool and quantile mapping, are then applied to drive 5 km resolution hydrological forecasts to a 9-month forecast time horizon. Results show that the skillful predictions of root zone soil moisture can be made 1 to 2 months in advance for forecasts initialized in rainy seasons and up to 8 months when initialized in dry seasons. The memory of accurate initial conditions can positively contribute to forecast skills throughout the entire 9-month prediction period in areas with limited precipitation. This SAHFS-S2S has been operationalized at the International Centre for Integrated Mountain Development (ICIMOD) to support drought monitoring and warning needs in the region.</p>https://hess.copernicus.org/articles/25/41/2021/hess-25-41-2021.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Y. Zhou B. F. Zaitchik S. V. Kumar K. R. Arsenault K. R. Arsenault M. A. Matin F. M. Qamer R. A. Zamora K. Shakya |
spellingShingle |
Y. Zhou B. F. Zaitchik S. V. Kumar K. R. Arsenault K. R. Arsenault M. A. Matin F. M. Qamer R. A. Zamora K. Shakya Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins Hydrology and Earth System Sciences |
author_facet |
Y. Zhou B. F. Zaitchik S. V. Kumar K. R. Arsenault K. R. Arsenault M. A. Matin F. M. Qamer R. A. Zamora K. Shakya |
author_sort |
Y. Zhou |
title |
Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins |
title_short |
Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins |
title_full |
Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins |
title_fullStr |
Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins |
title_full_unstemmed |
Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins |
title_sort |
developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for south and southeast asian river basins |
publisher |
Copernicus Publications |
series |
Hydrology and Earth System Sciences |
issn |
1027-5606 1607-7938 |
publishDate |
2021-01-01 |
description |
<p>South and Southeast Asia is subject to significant
hydrometeorological extremes, including drought. Under rising temperatures,
growing populations, and an apparent weakening of the South Asian monsoon in
recent decades, concerns regarding drought and its potential impacts on
water and food security are on the rise. Reliable sub-seasonal to seasonal
(S2S) hydrological forecasts could, in principle, help governments and
international organizations to better assess risk and act in the face of an
oncoming drought. Here, we leverage recent improvements in S2S
meteorological forecasts and the growing power of Earth observations to
provide more accurate monitoring of hydrological states for forecast
initialization. Information from both sources is merged in a South and
Southeast Asia sub-seasonal to seasonal hydrological forecasting system
(SAHFS-S2S), developed collaboratively with the NASA SERVIR program and
end users across the region. This system applies the
Noah-Multiparameterization (NoahMP) Land Surface Model (LSM) in the NASA
Land Information System (LIS), driven by downscaled meteorological fields
from the Global Data Assimilation System (GDAS) and Climate Hazards InfraRed
Precipitation products (CHIRP and CHIRPS) to optimize initial conditions.
The NASA Goddard Earth Observing System Model sub-seasonal to seasonal
(GEOS-S2S) forecasts, downscaled using the National Center for Atmospheric
Research (NCAR) General Analog Regression Downscaling (GARD) tool and
quantile mapping, are then applied to drive 5 km resolution hydrological
forecasts to a 9-month forecast time horizon. Results show that the skillful
predictions of root zone soil moisture can be made 1 to 2 months in
advance for forecasts initialized in rainy seasons and up to 8 months when
initialized in dry seasons. The memory of accurate initial conditions can
positively contribute to forecast skills throughout the entire 9-month
prediction period in areas with limited precipitation. This SAHFS-S2S has
been operationalized at the International Centre for Integrated Mountain
Development (ICIMOD) to support drought monitoring and warning needs in the
region.</p> |
url |
https://hess.copernicus.org/articles/25/41/2021/hess-25-41-2021.pdf |
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