Predictability of Evapotranspiration Patterns Using Remotely Sensed Vegetation Dynamics during the North American Monsoon

Journal of Hydrometeorology - Tập 13 Số 1 - Trang 103-121 - 2012
Qiuhong Tang1,2, Enrique R. Vivoni3, Francisco Muñoz‐Arriola2,4, Dennis P. Lettenmaier2
1Chinese Academy of sciences
2Department of Civil and Environmental Engineering, University of Washington, Seattle, Washington
3School of Earth and Space Exploration, and School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, Arizona
4University of california at San Diego

Tóm tắt

Abstract The links between vegetation, evapotranspiration (ET), and soil moisture (SM) are prominent in western Mexico—a region characterized by an abrupt increase in rainfall and ecosystem greenup during the North American monsoon (NAM). Most regional-scale land surface models use climatological vegetation and are therefore unable to capture fully the spatiotemporal changes in these linkages. Interannually varying and climatological leaf area index (LAI) were prescribed, both inferred from the space-borne Moderate Resolution Imaging Spectroradiometer (MODIS), as the source of vegetation parameter inputs to the Variable Infiltration Capacity (VIC) model applied over the NAM region for 2001–08. Results at two eddy covariance tower sites for three summer periods were compared and evaluated. Results show that both vegetation greening onset and dormancy dates vary substantially from year to year with a range of more than half a month. The model using climatological LAI tends to predict lower (higher) ET than the model using observed LAI when vegetation greening occurs earlier (later) than the mean greening date. These discrepancies were especially large during approximately two weeks at the beginning of the monsoon. The effect of LAI on ET estimates was about 10% in the Sierra Madre Occidental and 30% in the continental interior. VIC-estimated ET based on interannually varying LAI had high interannual variability at the greening onset and dormancy periods corresponding to the vegetation dynamics. The greening onset date was highly related to ET early in the monsoon season, indicating the potential usefulness of LAI anomalies for predicting early season ET.

Từ khóa


Tài liệu tham khảo

Abuelgasim, 2006, Evaluation of national and global LAI products derived from optical remote sensing instruments over Canada, IEEE Trans. Geosci. Remote Sens., 44, 1872, 10.1109/TGRS.2006.874794

Adams, 1997, The North American monsoon, Bull. Amer. Meteor. Soc., 78, 2197, 10.1175/1520-0477(1997)078<2197:TNAM>2.0.CO;2

Adegoke, 2002, Relations between soil moisture and satellite vegetation indices in the U.S. corn belt, J. Hydrometeor., 3, 395, 10.1175/1525-7541(2002)003<0395:RBSMAS>2.0.CO;2

Anderson, 2004, The summertime atmospheric hydrologic cycle over the southwestern United States, J. Hydrometeor., 5, 679, 10.1175/1525-7541(2004)005<0679:TSAHCO>2.0.CO;2

Barlow, 1998, Evolution of the North American monsoon system, J. Climate, 11, 2238, 10.1175/1520-0442(1998)011<2238:EOTNAM>2.0.CO;2

Berbery, 2001, Mesoscale moisture analysis of the North American monsoon, J. Climate, 14, 121, 10.1175/1520-0442(2001)013<0121:MMAOTN>2.0.CO;2

Castro, 2007, Investigation of the summer climate of the contiguous United States and Mexico using the Regional Atmospheric Modeling System (RAMS). Part I: Model climatology (1950–2002), J. Climate, 20, 3844, 10.1175/JCLI4211.1

Dominguez, 2008, Precipitation recycling variability and ecoclimatological stability—A study using NARR data. Part II: North American monsoon region, J. Climate, 21, 5187, 10.1175/2008JCLI1760.1

Douglas, 1993, The Mexican monsoon, J. Climate, 6, 1665, 10.1175/1520-0442(1993)006<1665:TMM>2.0.CO;2

Duchemin, 2002, Normalisation of directional effects in 10-day global syntheses derived from VEGETATION/SPOT: II. Validation of an operational method on actual data sets, Remote Sens. Environ., 81, 101, 10.1016/S0034-4257(01)00337-6

Englehart, 2001, The role of eastern Pacific tropical storms in the rainfall climatology of western Mexico, Int. J. Climatol., 21, 1357, 10.1002/joc.637

Fensholt, 2004, Evaluation of MODIS LAI, fAPAR and the relation between fAPAR and NDVI in a semi-arid environment using in situ measurements, Remote Sens. Environ., 91, 490, 10.1016/j.rse.2004.04.009

Forzieri, 2011, Vegetation dynamics within the North American Monsoon Region, J. Climate, 24, 1763, 10.1175/2010JCLI3847.1

Friedl, 2010, MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets, Remote Sens. Environ., 114, 168, 10.1016/j.rse.2009.08.016

Gao, 2008, Sensitivity of land surface simulations to the treatment of vegetation properties and the implications for seasonal climate prediction, J. Hydrometeor., 9, 348, 10.1175/2007JHM931.1

Garrigues, 2008, Validation and intercomparison of global Leaf Area Index products derived from remote sensing data, J. Geophys. Res., 113, G02028, 10.1029/2007JG000635

Gebremichael, 2007, Submesoscale spatiotemporal variability of North American monsoon rainfall over complex terrain, J. Climate, 20, 1751, 10.1175/JCLI4093.1

Gochis, 2002, Sensitivity of the modeled North American monsoon regional climate to convective parameterization, Mon. Wea. Rev., 130, 1282, 10.1175/1520-0493(2002)130<1282:SOTMNA>2.0.CO;2

Gochis, 2004, Analysis of 2002 and 2003 warm season precipitation from the North American Monsoon Experiment (NAME) Event Rain Gauge Network (NERN), Mon. Wea. Rev., 132, 2938, 10.1175/MWR2838.1

Gochis, 2006, Hydroclimatology of the North American monsoon region in northwest Mexico, J. Hydrol., 316, 53, 10.1016/j.jhydrol.2005.04.021

Gutzler, 2004, An index of interannual precipitation variability in the core of the North American monsoon region, J. Climate, 17, 4473, 10.1175/3226.1

Hansen, 2000, Global land cover classification at 1 km spatial resolution using a classification tree approach, Int. J. Remote Sens., 21, 1331, 10.1080/014311600210209

Higgins, 2001, Intercomparison of the principal modes of interannual and intraseasonal variability of the North American monsoon system, J. Climate, 14, 403, 10.1175/1520-0442(2001)014<0403:IOTPMO>2.0.CO;2

Higgins, 1997, Influence of the North American monsoon system on the U.S. summer precipitation regime, J. Climate, 10, 2600, 10.1175/1520-0442(1997)010<2600:IOTNAM>2.0.CO;2

Higgins, 1999, Interannual variability of the North American warm season precipitation regime, J. Climate, 12, 653, 10.1175/1520-0442(1999)012<0653:IVOTNA>2.0.CO;2

Kalnay, 1996, The NCEP/NCAR 40-Year Reanalysis Project, Bull. Amer. Meteor. Soc., 77, 437, 10.1175/1520-0477(1996)077<0437:TNYRP>2.0.CO;2

Knote, 2009, Leaf area index specification for use in mesoscale weather prediction systems, Mon. Wea. Rev., 137, 3535, 10.1175/2009MWR2891.1

Koster, 2001, Soil moisture memory in climate models, J. Hydrometeor., 2, 558, 10.1175/1525-7541(2001)002<0558:SMMICM>2.0.CO;2

Kurc, 2004, Dynamics of evapotranspiration in semiarid grassland and shrubland ecosystems during the summer monsoon season, central New Mexico, Water Resour. Res., 40, W09305, 10.1029/2004WR003068

Kurkowski, 2003, Assessment of implementing satellite-derived land cover data in the Eta Model, Wea. Forecasting, 18, 404, 10.1175/1520-0434(2003)18<404:AOISDL>2.0.CO;2

Lawrence, 2007, Representing a new MODIS consistent land surface in the Community Land Model (CLM 3.0), J. Geophys. Res., 112, G01023, 10.1029/2006JG000168

Li, 2004, Model study of evolution and diurnal variations of rainfall in the North American monsoon during June and July 2002, Mon. Wea. Rev., 132, 2895, 10.1175/MWR2832.1

Liang, 1994, A simple hydrologically based model of land surface and energy fluxes for general circulation models, J. Geophys. Res., 99, 14 415, 10.1029/94JD00483

Lizárraga-Celaya, 2010, Spatio-temporal variations in surface characteristics over the North American Monsoon region, J. Arid Environ., 74, 540, 10.1016/j.jaridenv.2009.09.027

Matsui, 2005, The effects of satellite-derived vegetation cover variability on simulated land–atmosphere interactions in the NAMS, J. Climate, 18, 21, 10.1175/JCLI3254.1

Maurer, 2002, A long-term hydrologically based dataset of land surface fluxes and states for the conterminous United States, J. Climate, 15, 3237, 10.1175/1520-0442(2002)015<3237:ALTHBD>2.0.CO;2

Méndez-Barroso, 2010, Observed shifts in land surface conditions during the North American Monsoon: Implications for a vegetation–rainfall feedback mechanism, J. Arid Environ., 74, 549, 10.1016/j.jaridenv.2009.09.026

Méndez-Barroso, 2009, Seasonal and interannual relations between precipitation, surface soil moisture and vegetation dynamics in the North American monsoon region, J. Hydrol., 377, 59, 10.1016/j.jhydrol.2009.08.009

Mesinger, 2006, North American Regional Reanalysis, Bull. Amer. Meteor. Soc., 87, 343, 10.1175/BAMS-87-3-343

Mitchell, 2004, The multi-institution North American Land Data Assimilation System (NLDAS): Utilizing multiple GCIP products and partners in a continental distributed hydrological modeling system, J. Geophys. Res., 109, D07S90, 10.1029/2003JD003823

Moulin, 1997, Global-scale assessment of vegetation phenology using NOAA/AVHRR satellite measurements, J. Climate, 10, 1154, 10.1175/1520-0442(1997)010<1154:GSAOVP>2.0.CO;2

Pérez-Ruiz, 2010, Carbon dioxide and water vapour exchange in a tropical dry forest as influenced by the North American Monsoon System (NAMS), J. Arid Environ., 74, 556, 10.1016/j.jaridenv.2009.09.029

Pisek, 2007, Comparison and validation of MODIS and VEGETATION global LAI products over four BigFoot sites in North America, Remote Sens. Environ., 109, 81, 10.1016/j.rse.2006.12.004

Quintas, 2000, ERIC II: Documentación de la base de datos climatológica y del programa extractor (ERIC II: Documentation of the climatologic database and data extraction program)

Rodell, 2004, The global land data assimilation system, Bull. Amer. Meteor. Soc., 85, 381, 10.1175/BAMS-85-3-381

Sakai, 1997, Detecting leaf area and surface resistance during transition seasons, Agric. For. Meteor., 84, 273, 10.1016/S0168-1923(96)02359-3

Salinas-Zavala, 2002, Interannual variability of NDVI in northwest Mexico. Associated climatic mechanisms and ecological implications, Remote Sens. Environ., 82, 417, 10.1016/S0034-4257(02)00057-3

Scott, 2006, Partitioning of evapotranspiration and its relation to carbon dioxide exchange in a Chihuahuan Desert shrubland, Hydrol. Processes, 20, 3227, 10.1002/hyp.6329

Shepard, 1984, Computer mapping: The SYMAP interpolation algorithm, 10.1007/978-94-017-3048-8_7

Sheppard, 2002, The climate of the US Southwest, Climate Res., 21, 219, 10.3354/cr021219

Shuttleworth, 1993, Evaporation

Stensrud, 1995, Model climatology of the Mexican monsoon, J. Climate, 8, 1775, 10.1175/1520-0442(1995)008<1775:MCOTMM>2.0.CO;2

Verdin, 1999, A topological system for delineation and codification of the Earth’s river basins, J. Hydrol., 218, 1, 10.1016/S0022-1694(99)00011-6

Vivoni, 2008, Observed relation between evapotranspiration and soil moisture in the North American monsoon region, Geophys. Res. Lett., 35, L22403, 10.1029/2008GL036001

Vivoni, 2010, On the spatiotemporal variability of soil moisture and evapotranspiration in a mountainous basin within the North American monsoon region, Water Resour. Res., 46, W02509, 10.1029/2009WR008240

Vivoni, 2010, Improved land–atmosphere relations through distributed footprint sampling in a subtropical scrubland during the North American monsoon, J. Arid Environ., 74, 579, 10.1016/j.jaridenv.2009.09.031

Watts, 2007, Changes in vegetation condition and surface fluxes during NAME 2004, J. Climate, 20, 1810, 10.1175/JCLI4088.1

Zeng, 2001, Global vegetation root distribution for land modeling, J. Hydrometeor., 2, 525, 10.1175/1525-7541(2001)002<0525:GVRDFL>2.0.CO;2

Zhang, 2003, Monitoring vegetation phenology using MODIS, Remote Sens. Environ., 84, 471, 10.1016/S0034-4257(02)00135-9

Zhu, 2007, Long-term climate and derived surface hydrology and energy flux data for Mexico: 1925–2004, J. Climate, 20, 1936, 10.1175/JCLI4086.1

Zhu, 2007, Role of antecedent land surface conditions in warm season precipitation over northwestern Mexico, J. Climate, 20, 1774, 10.1175/JCLI4085.1