Evaluating climate and soil effects on regional soil moisture spatial variability using EOFs

被引:64
作者
Wang, Tiejun [1 ,2 ]
Franz, Trenton E. [2 ]
Li, Ruopu [3 ]
You, Jinsheng [2 ]
Shulski, Martha D. [2 ]
Ray, Chittaranjan [4 ]
机构
[1] Tianjin Univ, Inst Surface Earth Syst Sci, Tianjin, Peoples R China
[2] Univ Nebraska Lincoln, Sch Nat Resources, Lincoln, NE 68588 USA
[3] Southern Illinois Univ, Dept Geog & Environm Resources, Carbondale, IL USA
[4] Univ Nebraska Lincoln, Nebraska Water Ctr, Lincoln, NE USA
基金
美国食品与农业研究所;
关键词
soil moisture; Empirical Orthogonal Function; spatial pattern; regional scale; AWDN; SCAN; EMPIRICAL ORTHOGONAL FUNCTIONS; TEMPORAL STABILITY; LARGE-SCALE; PATTERNS; CATCHMENT; SIMULATIONS; LANDSCAPES; DYNAMICS; RECHARGE; RUNOFF;
D O I
10.1002/2017WR020642
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Soil moisture is an important state variable in terrestrial water cycles; however, only few studies are available on regional soil moisture spatial variability (SMSV), which yielded inconsistent findings about regional controls on SMSV. Here, long-term soil moisture data were obtained from the Automated Weather Data Network and Soil Climate Analysis Network in three regions with different climate regimes across the continental U.S. Comprehensive data sets were compiled to examine regional controls on SMSV using the method of Empirical Orthogonal Function. One dominant spatial structure (EOF1) of soil moisture was found in the study regions, which explained over 75%, 67%, and 86% of the spatial variance in soil moisture in Nebraska, Utah, and the Southeast U.S., respectively. Despite the significant spatial variability in precipitation and potential evapotranspiration in all the study regions, the results showed that meteorological forcings had limited effects on regional SMSV in those regions with different climatic conditions, which differed from the traditional notion that SMSV is mainly controlled by meteorological forcings at the scale from 50 to 400 km. Instead, local factors related to soil (e.g., sand and clay fractions) were found to have significant correlations with EOF1, although the effects of other local factors (e.g., topography and vegetation) were generally negligible. This study provides strong field evidence that soil can exert much stronger impacts on regional SMSV than previously thought, which can override the effects of meteorological forcings. Future studies are still needed to elaborate on the relative roles of climate and soil in affecting regional SMSV.
引用
收藏
页码:4022 / 4035
页数:14
相关论文
共 50 条
[1]   Evaluation of SMOS Soil Moisture Products Over Continental US Using the SCAN/SNOTEL Network [J].
Al Bitar, Ahmad ;
Leroux, Delphine ;
Kerr, Yann H. ;
Merlin, Olivier ;
Richaume, Philippe ;
Sahoo, Alok ;
Wood, Eric F. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (05) :1572-1586
[2]   Incorporation of globally available datasets into the roving cosmic-ray neutron probe method for estimating field-scale soil water content [J].
Avery, William Alexander ;
Finkenbiner, Catherine ;
Franz, Trenton E. ;
Wang, Tiejun ;
Nguy-Robertson, Anthony L. ;
Suyker, Andrew ;
Arkebauer, Timothy ;
Munoz-Arriola, Francisco .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2016, 20 (09) :3859-3872
[3]  
Beven K.J., 1979, Hydrological Sciences Bulletin, V24, P43, DOI DOI 10.1080/02626667909491834
[4]   Interrelationships between plant functional types and soil moisture heterogeneity for semiarid landscapes within the grassland/forest continuum: a unified conceptual model [J].
Breshears, DD ;
Barnes, FJ .
LANDSCAPE ECOLOGY, 1999, 14 (05) :465-478
[5]   Spatial-temporal variability of soil moisture and its estimation across scales [J].
Brocca, L. ;
Melone, F. ;
Moramarco, T. ;
Morbidelli, R. .
WATER RESOURCES RESEARCH, 2010, 46
[6]   The role of spatial variability of soil moisture for modelling surface runoff generation at the small catchment scale [J].
Bronstert, A ;
Bárdossy, A .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 1999, 3 (04) :505-516
[7]   Evaluation of an empirical orthogonal function-based method to downscale soil moisture patterns based on topographical attributes [J].
Busch, Frederick A. ;
Niemann, Jeffrey D. ;
Coleman, Michael .
HYDROLOGICAL PROCESSES, 2012, 26 (18) :2696-2709
[8]   Regional scale spatio-temporal variability of soil moisture and its relationship with meteorological factors over the Korean peninsula [J].
Cho, Eunsang ;
Choi, Minha .
JOURNAL OF HYDROLOGY, 2014, 516 :317-329
[9]   Global Automated Quality Control of In Situ Soil Moisture Data from the International Soil Moisture Network [J].
Dorigo, W. A. ;
Xaver, A. ;
Vreugdenhil, M. ;
Gruber, A. ;
Hegyiova, A. ;
Sanchis-Dufau, A. D. ;
Zamojski, D. ;
Cordes, C. ;
Wagner, W. ;
Drusch, M. .
VADOSE ZONE JOURNAL, 2013, 12 (03)
[10]   Temporal and spatial scales of observed soil moisture variations in the extratropics [J].
Entin, JK ;
Robock, A ;
Vinnikov, KY ;
Hollinger, SE ;
Liu, SX ;
Namkhai, A .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2000, 105 (D9) :11865-11877