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<article language="en">
	<journal>
		<journal_title>Hydrology and Earth System Sciences</journal_title>
		<journal_url>www.hydrol-earth-syst-sci.net</journal_url>
		<issn>1027-5606</issn>
		<eissn>1607-7938</eissn>
		<volume_number>13</volume_number>
		<issue_number>7</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/hess-13-1325-2009</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/13/1325/2009/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/13/1325/2009/hess-13-1325-2009.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/13/1325/2009/hess-13-1325-2009.pdf</fulltext_pdf>
	<start_page>1325</start_page>
	<end_page>1336</end_page>
	<publication_date>2009-07-28</publication_date>
	<article_title content_type="html">Controls on the temporal and spatial variability of soil moisture in a mountainous landscape: the signature of snow and complex terrain</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>C. J. Williams</name>
			<email>jason.williams@ars.usda.gov</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>J. P. McNamara</name>
		</author>
		<author numeration="3" affiliations="3">
			<name>D. G. Chandler</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Northwest Watershed Research Center, USDA – Agricultural Research Service, Boise, ID, USA</affiliation>
		<affiliation numeration="2" content_type="html">Department of Geosciences, Boise State University, Boise, ID, USA</affiliation>
		<affiliation numeration="3" content_type="html">Department of Civil Engineering, Kansas State University, Manhattan, KS, USA</affiliation>
	</affiliations>
	<abstract content_type="html">The controls on the spatial distribution of soil moisture
include static and dynamic variables. The superposition of static and
dynamic controls can lead to different soil moisture patterns for a given
catchment during wetting, draining, and drying periods. These relationships
can be further complicated in snow-dominated mountain regions where soil
water input by precipitation is largely dictated by the spatial variability
of snow accumulation and melt. In this study, we assess controls on spatial
and temporal soil moisture variability in a small (0.02 km&lt;sup&gt;2&lt;/sup&gt;),
snow-dominated, semi-arid catchment by evaluating spatial correlations
between soil moisture and site characteristics through different hydrologic
seasons. We assess the relative importance of snow with respect to other
catchment properties on the spatial variability of soil moisture and track
the temporal persistence of those controls. Spatial distribution of snow,
distance from divide, soil texture, and soil depth exerted significant
control on the spatial variability of moisture content throughout most of
the hydrologic year. These relationships were strongest during the wettest
period and degraded during the dry period. As the catchment cycled through
wet and dry periods, the relative spatial variability of soil moisture
tended to remain unchanged. We suggest that the static properties in complex
terrain (slope, aspect, soils) impose first order controls on the spatial
variability of snow and resulting soil moisture patterns, and that the
interaction of dynamic (timing of water input) and static influences
propagate that relative constant spatial variability through most of the
hydrologic year. The results demonstrate that snow exerts significant
influence on how water is retained within mid-elevation semi-arid catchments
and suggest that reductions in annual snowpacks associated with changing
climate regimes may strongly influence spatial and temporal soil moisture
patterns and catchment physical and biological processes.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Albertson, J. D. and Montaldo, N.: Temporal dynamics of soil moisture variability: I. Theoretical basis, Water Resour. Res., 39, 1274, doi:10.1029/2002WR001616, 2003. </reference>
		<reference numeration="2" content_type="text"> Anderson, M. G. and Burt, T. P.: Automatic monitoring of soil moisture conditions in a hillslope spur and hollow, J. Hydrol., 33, 27–36, 1977. </reference>
		<reference numeration="3" content_type="text"> Anderson, S. P., Dietrich, W. E., Montgomery, D. R., Torres, R., Conrad, M. E., and Loague, K.: Subsurface flow paths in a steep unchanneled catchment, Water Resour. Res., 33, 2637–2653, 1997. </reference>
		<reference numeration="4" content_type="text"> Barling, R. D., Moore, I. D., and Grayson, R. B.: A quasi-dynamic wetness index for characterizing the spatial distribution of zones of surface saturation and soil water content, Water Resour. Res., 30, 1029–1044, 1994. </reference>
		<reference numeration="5" content_type="text"> Beven, K. J. and Kirkby, M. J.: A physically based, variable contributing area model of basin hydrology, Hydrol. Sci. B., 24, 43–69, 1979. </reference>
		<reference numeration="6" content_type="text"> Brocca, L., Morbidelli, R., Melone, F., and Moramarco, T.: Soil moisture variability in experimental areas of central Italy, J. Hydrol., 333, 356–373, 2007. </reference>
		<reference numeration="7" content_type="text"> Brohan, P., Kennedy, J. J., Harris, I., Tett, S. F. B., and Jones, P. D.: Uncertainty estimates in regional and global observed temperature changes: A new data set from 1850, J. Geophys. Res.-Atmos., 111, D12106, doi:10.1029/2005JD006548, 2006. </reference>
		<reference numeration="8" content_type="text"> Burt, T. P. and Butcher, D. P.: Topographic controls of soil moisture distributions, J. Soil Sci., 36, 469–486, 1985. </reference>
		<reference numeration="9" content_type="text"> Cayan, D. R., Kammerdiener, S. A., Dettinger, M. D., Caprio, J. M., and Peterson, D. H.: Changes in the onset of spring in the western United States, B. Am. Meteorol. Soc., 83, 399–415, 2000. </reference>
		<reference numeration="10" content_type="text"> Daubenmire, R.: A canopy-coverage method of vegetation analysis, Northwest Sci., 33, 43–64, 1959. </reference>
		<reference numeration="11" content_type="text"> Famiglietti, J. S., Rudnicki, J. W., and Rodell, M.: Variability in surface moisture content along a hillslope transect: Rattlesnake Hill, Texas, J. Hydrol., 210, 259–281, 1998. </reference>
		<reference numeration="12" content_type="text"> Famiglietti, J. S., Dongryeol, R., Berg, A. A., Rodell, M., and Jackson, T. J.: Field observations of soil moisture variability across scales, Water Resour. Res., 44, WO1423, doi:10.1029/2006WR005804, 2008. </reference>
		<reference numeration="13" content_type="text"> Famiglietti, J. S., Devereaux, J. A., Laymon, C. A., Tsegaye, T., Houser, P. R., Jackson, T. J., Graham, S. T., Rodell, M., and Van Oevelen, P. J.: Ground-based investigation of soil moisture variability within remote sensing footprints during the Southern Great Plains 1997 (SGP97) Hydrology Experiment, Water Resour. Res., 35, 1839–1851, 1999. </reference>
		<reference numeration="14" content_type="text"> Gómez-Plaza, A., Martínez-Mena, M., Albaladejo, J., and Castillo, V. M.: Factors regulating spatial distribution of soil water content in small semiarid catchments, J. Hydrol., 253, 211–226, 2001. </reference>
		<reference numeration="15" content_type="text"> Grant, L., Seyfried, M., and McNamara, J.: Spatial variation and temporal stability of soil water in a snow-dominated, mountain catchment, Hydrol. Process., 18, 3493–3511, 2004. </reference>
		<reference numeration="16" content_type="text"> Grayson, R. B. and Western, A. W.: Towards areal estimation of soil water content from point measurements: time and space stability of mean response, J. Hydrol., 207, 68–82, 1998. </reference>
		<reference numeration="17" content_type="text"> Grayson, R. B., Western, A. W., Chiew, F. H. S., and Blöschl, G.: Preferred states in spatial soil moisture patterns: local and nonlocal controls, Water Resour. Res., 33, 2897–2908, 1997. </reference>
		<reference numeration="18" content_type="text"> Harkness, A.: Soil survey of Boise Front Project, Idaho. Interim and supplemental report, US Department of Agriculture in cooperation with Boise City and Ada County, Boise, ID, 1977. </reference>
		<reference numeration="19" content_type="text"> Hawley, M. E., Jackson, T. J., and McCuen, R. H.: Surface soil moisture variation of small agricultural watersheds, J. Hydrol., 62, 179–200, 1983. </reference>
		<reference numeration="20" content_type="text"> Hupert, F. and Vanclooster, M.: Intraseasonal dynamics of soil moisture variability within a small agricultural maize cropped field, J. Hydrol., 261, 86–101, 2002. </reference>
		<reference numeration="21" content_type="text"> IPCC: Climate Change 2007: Impacts, Adaption, and Vulnerability. Intergovernmental Panel on Climate Change, Bussels, 2007. </reference>
		<reference numeration="22" content_type="text"> Jones, S. B., Wraith, J. M., and Or, D.: Time domain reflectometry (TDR) measurement principles and applications, Hydrol. Process., 16, 141–153, 2002. </reference>
		<reference numeration="23" content_type="text"> Jones, P. D., New, M., Parker, D. E., Martin, S., and Rigor, I. G.: Surface air temperature and its changes over the past 150 years, Rev. Geophys. 37, 173–199, 1999. </reference>
		<reference numeration="24" content_type="text"> Kim, G. and Barros, A. P.: Space-time characterization of soil moisture from passive microwave remotely sensed imager and ancillary data, Remote Sens. Environ., 81, 393–403, 2002. </reference>
		<reference numeration="25" content_type="text"> Ledieu, J., de Ridder, P., de Clerck, P., and Dautrebande, S.: A method of measuring soil moisture by time-domain reflectometry, J. Hydrol., 88, 319–328, 1986. </reference>
		<reference numeration="26" content_type="text"> Litaor, M. I., Williams, M., and Seastedt, T. R.: Topographic controls on snow distribution, soil moisture, and species diversity of herbaceous alpine plant vegetation, Niwot Ridge, Colorado, J. Geophys. Res., 113, G02008, doi:10.1029/2007JG000419, 2008. </reference>
		<reference numeration="27" content_type="text"> McNamara, J. P., Chandler, D., Seyfried, M., and Achet, S.: Soil moisture states, lateral flow, and streamflow generation in a semi-arid, snowmelt-driven catchment, Hydrol. Process., 19, 4023–4038, 2005. </reference>
		<reference numeration="28" content_type="text"> Moore, I. D., Burch, G. J., and Mackenzie, D. H.: Topographic effects on the distribution of surface soil water and the location of ephemeral gullies, T. ASAE, 31, 1098–1107, 1988. </reference>
		<reference numeration="29" content_type="text"> Mote, P. W.: Trends in temperature and precipitation in the Pacific Northwest during the twentieth century, Northwest Sci., 77, 271–282, 2003. </reference>
		<reference numeration="30" content_type="text"> Oldak, A., Jackson, T. J., and Pachepsky, Y.: Using GIS in passive microwave soil moisture mapping and geostatistical analysis, Int. J. Geogr. Inf. Sci., 16(7), 681-698, 2002. </reference>
		<reference numeration="31" content_type="text"> O&apos;Loughlin, E. M.: Saturation regions in catchments and their relations to soil and topographic properties, J. Hydrol., 53, 229– 246, 1981. </reference>
		<reference numeration="32" content_type="text"> Reynolds, S. G.: The gravimetric method of soil moisture determination, Part III, An examination of factors influencing soil moisture variability, J. Hydrol., 11, 288–300, 1970. </reference>
		<reference numeration="33" content_type="text"> Ridolfi, L., D&apos;Odorico, P., Porporato, A., and Rodriquez-Iturbe, I.: Stochastic soil moisture dynamics along a hillslope, J. Hydrol., 272, 264–275, 2003. </reference>
		<reference numeration="34" content_type="text"> Seyfried, M.: Spatial variability constraints to modeling soil water at different scales, Geoderma, 85, 231–254, 1998. </reference>
		<reference numeration="35" content_type="text"> Seyfried, M. S., Grant, L. E., Marks, D., Winstral, A., and McNamara, J.: Simulated soil water storage effects on streamflow generation in a mountainous snowmelt environment, Idaho, USA, Hydrol. Process., 23, 858–873, 2009. </reference>
		<reference numeration="36" content_type="text"> Stewart, I. T., Cayan D. R., and Dettinger M. D.: Changes toward earlier streamflow timing across western North America, J. Climate, 18, 1136–1155, 2005. </reference>
		<reference numeration="37" content_type="text"> Tarboton, D. G.: Terrain analysis using digital elevation models in hydrology, 23rd ESRI international users conference, San Diego, California, 7–11 July, 2003. </reference>
		<reference numeration="38" content_type="text"> Teuling, A. J. and Troch, P. A.: Improved understanding of soil moisture variability dynamics, Geophys. Res. Lett., 32, L05404, doi:10.1029/2004GL021935, 2005. </reference>
		<reference numeration="39" content_type="text"> Tromp-van Meerveld, H. J., and McDonnell, J. J.: On the interrelations between topography, soil depth, soil moisture, transpiration rates and species distribution at the hillslope scale, Adv. Water Res., 29, 293–310, 2006. </reference>
		<reference numeration="40" content_type="text"> Vachaud, G., Passerat De Silans, A., Balabanis, P., and Vauclin, M.: Temporal stability of spatially measured soil water probability density function, Soil Sci. Soc. Am. J., 49, 822–828, 1985. </reference>
		<reference numeration="41" content_type="text"> Western, A. W. and Grayson, R. B.: The Tarrawarra data set: Soil moisture patterns, soil characteristics, and hydrological flux measurements, Water Resour. Res., 10, 2765–2768, 1998. </reference>
		<reference numeration="42" content_type="text"> Western, A. W., Grayson, R. B., Blöschl, G., Willgoose, G. R., and McMahon, T. A.: Observed spatial organisation of soil moisture and its relation to terrain indices, Water Resour. Res., 35, 797–810, 1999. </reference>
		<reference numeration="43" content_type="text"> Western, A. W., Zhou, S., Grayson, R. B., McMahon, T. A., Blöschl, G., and Wilson, D. J.: Spatial correlation of soil moisture in small catchments and its relationship to dominant spatial hydrological processes, J. Hydrol., 286, 113–134, 2004. </reference>
		<reference numeration="44" content_type="text"> Williams, C. J.: Characterization of the spatial and temporal controls on soil moisture and streamflow generation in a semi-arid headwater catchment, unpublished M.S. Thesis, Boise State Univ., Boise, 2005. </reference>
		<reference numeration="45" content_type="text"> Wood, J. D.: The geomorphological characterization of digital elevation models, unpublished Ph.D. Thesis, Univ. of Leicester, Leicester, 1996. </reference>
	</references>
</article>

