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Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System...

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Alys Thomas 1 , J.T. Reager 1,2 , Jay Famiglietti 1,2,3 , Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept. of Civil and Environmental Engineering, University of California, Irvine 4 Hydrological Sciences Laboratory, NASA GSFC, Greenbelt, MD. 2013 AGU Fall Meeting
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Page 1: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Alys Thomas1, J.T. Reager1,2, Jay Famiglietti1,2,3, Matt Rodell4

1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept. of Civil and Environmental Engineering, University of California, Irvine 4 Hydrological Sciences Laboratory, NASA GSFC, Greenbelt, MD.

2013 AGU Fall Meeting

Page 2: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

A quantitative framework for measuring the

severity of regional water storage deficits

based on terrestrial water storage

observations from NASA’s Gravity Recovery

and Climate Experiment (GRACE) satellite

mission.

2013 AGU Fall Meeting

Page 3: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

Page 4: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

GRACE can contribute to regional drought characterization by measuring water storage deficits in a previously-identified, drought-stricken area.

The duration and magnitude of the deficit can serve as new metrics to help quantify hydrological drought severity.

2013 AGU Fall Meeting

Page 5: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Observations of monthly changes in Earth’s gravity field caused by mass redistribution, which, over land and after removal of the atmospheric contributions, are attributed primarily to the movement of water in various surface and sub-surface hydrologic reservoirs.

2013 AGU Fall Meeting

• UT, Austin CSR, RL05 TWSA [ global, 1° grids ]

• Jan 2003 – July 2013

• Analysis for each grid cell:• Remove the mean• Apply a 3-month moving

average[Landerer and Swenson, 2012]

Page 6: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Records of meteorological drought for reference

Large area to minimize GRACE error

2013 AGU Fall Meeting

Texas Region

Southeastern U.S.

Amazon

Page 7: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Office of U.S. Foreign Disaster Assistance (OFDA)/Centre for Research on the Epidemiology of Disasters (CRED) International Emergency Events

2013 AGU Fall Meeting[EM-DAT, 2013; U.S. Drought Monitor, 2013]

Maps based on measurements of climatic, hydrologic and soil conditions as well as reported impacts and observations from more than 350 contributors around the country

Two drought databases are referenced to identify specific meteorological drought events

Page 8: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

the substantial deviation from

the normal annual or

seasonal cycle that can then be considered a true

deficit

Strong seasonality still dominates the signal

Page 9: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

We compute a 127-month climatology (January 2003-July 2013) for the GRACE TWSA time series in each study region.

This climatology represents the characteristic variability of water storage and serves as a baseline for identifying the occurrence and severity of water storage deficits.

Allows us to: characterize unique events, different from the typical annual cycle account for regions that have little or strong seasonality 2013 AGU Fall Meeting

Page 10: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Water storage deficits: calculated as the negative residuals after

subtracting the GRACE monthly climatology from the TWSA time series.

This distinguishes between relatively dry (negative) and wet (positive) conditions

2013 AGU Fall Meeting

Page 11: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

TW

SA

, km

3

Wate

r S

tora

ge D

efi

cit

s,

km

3

Duration, D

MonthlyMagnitude, M

Peak Magnitude of each event

Water that is “missing”

Page 12: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

Texas Region

Amazon

Southeastern U.S.

MonthlySeverity, S(t)

Insta

nta

neou

s S

everi

ty (

km

3 *

m

on

th)

(Average Magnitude) x (Months, since deficit start)

Page 13: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

1. a framework that provides additional information about how much water is missing from a region

{the effects of meteorological drought on the hydrological system}

2. a clear identification of water storage deficits and quantification of their severity with an observation that integrates both surface and subsurface storage

3. a consistent method for severity calculation that can be applied globally

2013 AGU Fall Meeting

Page 14: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Summary of Results

2013 AGU Fall Meeting

±11.25 mm/69.12 km3 (Amazon)

±14.55 mm/11.33 km3 (Texas),

±16.02 mm/11.75 km3 (SE USA)

Texas

Southeastern U.S.

Amazon

Page 15: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

The severity metric ( S ) is most associated with reports of widespread, catastrophic meteorological drought.

2013 AGU Fall Meeting

Page 16: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Possible to monitor the intra-seasonal persistence of total water storage deficits and surpluses (even in the wet season).

Understanding the time evolution of deficit helps us understand the severity of individual events

Understanding the spatial evolution of deficits2013 AGU Fall Meeting

Page 17: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

References

EM-DAT: The OFDA/CRED International Disaster Database (2013), Universite catholique de Louvain, Brussels, Belgium, http://www.emdat.be/, Accessed January 2013.

Landerer, F. W., and S. C. Swenson (2012), Accuracy of scaled GRACE terrestrial water storage estimates, Wat. Resour. Res., 48, W04531, doi: 10.1029/2011WR011453.

Tapley, Byron D., S. Bettadpur, J. C. Ries, P. F. Thompson, and M. M. Watkins (2004), GRACE Measurements of Mass Variability in the Earth System. Science, 305 (5683), 503, doi: 10.1126/science.1099192.

U.S. Drought Monitor (2013), University of Nebraska-Lincoln, National Drought Mitigation Center (NDMC), the U.S. Department of Agriculture (USDA), and the National Oceanic and Atmospheric Administration (NOAA). http://droughtmonitor.unl.edu/archive.html.

Presenter Contact Info: Alys Thomas, [email protected]

Page 18: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

Page 19: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

Standardized Precipitation Index

2013 AGU Fall Meeting

Page 20: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting

Page 21: Alys Thomas 1, J.T. Reager 1,2, Jay Famiglietti 1,2,3, Matt Rodell 4 1 Dept. of Earth System Science, 2 UC Center for Hydrologic Modeling, 3 Dept.

2013 AGU Fall Meeting


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