Catchment scale soil moisture spatial–temporal variability

Summary The characterization of the spatial–temporal variability of soil moisture is of paramount importance in many scientific fields and operational applications. However, due to the high variability of soil moisture, its monitoring over large areas and for extended periods through in situ point measurements is not straightforward. Usually, in the scientific literature, soil moisture variability has been investigated over short periods and in large areas or over long periods but in small areas. In this study, an effort to understanding soil moisture variability at catchment scale (>100 km 2 ), which is the size needed for some hydrological applications and for remote sensing validation analysis, is done. Specifically, measurements were carried out in two adjacent areas located in central Italy with extension of 178 and 242 km 2 and over a period of 1 year (35 sampling days) with almost weekly frequency except for the summer period because of soil hardness. For each area, 46 sites were monitored and, for each site, 3 measurements were performed to obtain reliable soil moisture estimates. Soil moisture was measured with a portable Time Domain Reflectometer for a layer depth of 0–15 cm. A statistical and temporal stability analysis is employed to assess the space–time variability of soil moisture at local and catchment scale. Moreover, by comparing the results with those obtained in previous studies conducted in the same study area, a synthesis of soil moisture variability for a range of spatial scales, from few square meters to several square kilometers, is attempted. For the investigated area, the two main findings inferred are: (1) the spatial variability of soil moisture increases with the area up to ∼10 km 2 and then remains quite constant with an average coefficient of variation equal to ∼0.20; (2) regardless of the areal extension, the soil moisture exhibits temporal stability features and, hence, few measurements can be used to infer areal mean values with a good accuracy (determination coefficient higher than 0.88). These insights based on in situ soil moisture observations corroborate the opportunity to use point information for the validation of coarse resolution satellite images. Moreover, the feasibility to use coarse resolution data for hydrological applications in small to medium sized catchments is confirmed.

[1]  Feifei Pan,et al.  On the Relationship Between Mean and Variance of Soil Moisture Fields1 , 2008 .

[2]  Dennis P. Lettenmaier,et al.  Skill in streamflow forecasts derived from large-scale estimates of soil moisture and snow , 2010 .

[3]  Randal D. Koster,et al.  On the Nature of Soil Moisture in Land Surface Models , 2009 .

[4]  Edward J. Kim,et al.  The NAFE'06 data set: towards soil moisture retrieval at intermediate resolution , 2008 .

[5]  Douglas A. Miller,et al.  SMEX02: Field scale variability, time stability and similarity of soil moisture , 2004 .

[6]  W. Wagner,et al.  Cross-evaluation of modelled and remotely sensed surface soil moisture with in situ data in southwestern France , 2010 .

[7]  Jennifer M. Jacobs,et al.  Soil moisture variability of root zone profiles within SMEX02 remote sensing footprints , 2007 .

[8]  Dongryeol Ryu,et al.  Characterization of footprint‐scale surface soil moisture variability using Gaussian and beta distribution functions during the Southern Great Plains 1997 (SGP97) hydrology experiment , 2005 .

[9]  W. Skaling TRASE: A Product History , 1992 .

[10]  Marco Borga,et al.  Hillslope scale soil moisture variability in a steep alpine terrain , 2009 .

[11]  Venkat Lakshmi,et al.  Advancing process‐based watershed hydrological research using near‐surface geophysics: a vision for, and review of, electrical and magnetic geophysical methods , 2008 .

[12]  L. Band,et al.  Plot‐ and watershed‐scale soil moisture variability in a humid Piedmont watershed , 2010 .

[13]  George M. Hornberger,et al.  Soil moisture variability across climate zones , 2007 .

[14]  Luca Brocca,et al.  Soil moisture temporal stability over experimental areas in Central Italy. , 2009 .

[15]  A. Robock,et al.  Scales of temporal and spatial variability of midlatitude soil moisture , 1996 .

[16]  N. Verhoest,et al.  Upscaling of point soil moisture measurements to field averages at the OPE3 test site , 2007 .

[17]  Günter Blöschl,et al.  Spatial variability of soil moisture and its implications for scaling , 2003 .

[18]  J. Martínez-Fernández,et al.  Mean soil moisture estimation using temporal stability analysis , 2005 .

[19]  Andrew W. Western,et al.  Towards areal estimation of soil water content from point measurements: time and space stability of mean response , 1998 .

[20]  W. Crow,et al.  Estimating Spatial Sampling Errors in Coarse-Scale Soil Moisture Estimates Derived from Point-Scale Observations , 2010 .

[21]  F. Anctil,et al.  Geostatistics of near-surface moisture in bare cultivated organic soils , 2002 .

[22]  Wolfram Mauser,et al.  On the Disaggregation of Passive Microwave Soil Moisture Data Using A Priori Knowledge of Temporally Persistent Soil Moisture Fields , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[23]  D. Lawrence,et al.  Regions of Strong Coupling Between Soil Moisture and Precipitation , 2004, Science.

[24]  M. Shao,et al.  Watershed scale temporal stability of soil water content , 2010 .

[25]  A. Robock,et al.  Temporal and spatial scales of observed soil moisture variations in the extratropics , 2000 .

[26]  Luca Brocca,et al.  On the potential of MetOp ASCAT‐derived soil wetness indices as a new aperture for hydrological monitoring and prediction: a field evaluation over Luxembourg , 2012 .

[27]  Wade T. Crow,et al.  Evaluating the Utility of Remotely Sensed Soil Moisture Retrievals for Operational Agricultural Drought Monitoring , 2010, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[28]  C. A. van Diepen,et al.  Crop model data assimilation with the Ensemble Kalman filter for improving regional crop yield forecasts , 2007 .

[29]  T. Schmugge,et al.  Analysis of surface moisture variations within large‐field sites , 1980 .

[30]  Luca Brocca,et al.  Soil moisture spatial variability in experimental areas of central Italy , 2007 .

[31]  T. Jackson,et al.  Ground‐based investigation of soil moisture variability within remote sensing footprints During the Southern Great Plains 1997 (SGP97) Hydrology Experiment , 1999 .

[32]  Youming Chen Letter to the Editor on “Rank Stability or Temporal Stability” , 2006 .

[33]  G. Vachaud,et al.  Temporal Stability of Spatially Measured Soil Water Probability Density Function , 1985 .

[34]  Minha Choi,et al.  Scaled spatial variability of soil moisture fields , 2007 .

[35]  W. Wagner,et al.  Soil moisture estimation through ASCAT and AMSR-E sensors: An intercomparison and validation study across Europe , 2011 .

[36]  Luca Brocca,et al.  Electrical resistivity and TDR methods for soil moisture estimation in central Italy test-sites , 2009 .

[37]  Enrique R. Vivoni,et al.  Downscaling soil moisture in the southern Great Plains through a calibrated multifractal model for land surface modeling applications , 2010 .

[38]  R. Uijlenhoet,et al.  Climate variability effects on spatial soil moisture dynamics , 2007 .

[39]  A. Loew A dynamic approach for validating coarse scale satellite soil moisture products , 2010 .

[40]  T. Jackson,et al.  Watershed scale temporal and spatial stability of soil moisture and its role in validating satellite estimates , 2004 .

[41]  Luca Brocca,et al.  ASCAT soil wetness index validation through in situ and modeled soil moisture data in central Italy , 2010 .

[42]  G. Ali,et al.  A case study on the use of appropriate surrogates for antecedent moisture conditions (AMCs) , 2010 .

[43]  Annamaria Castrignanò,et al.  Studying the spatial structure evolution of soil water content using multivariate geostatistics , 2005 .

[44]  Peter A. Troch,et al.  Improved understanding of soil moisture variability dynamics , 2005 .

[45]  T. Jackson,et al.  Field observations of soil moisture variability across scales , 2008 .

[46]  Edward J. Kim,et al.  The NAFE'05/CoSMOS Data Set: Toward SMOS Soil Moisture Retrieval, Downscaling, and Assimilation , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[47]  D. Entekhabi RECENT ADVANCES IN LAND-ATMOSPHERE INTERACTION RESEARCH , 1995 .

[48]  Marnik Vanclooster,et al.  Intraseasonal dynamics of soil moisture variability within a small agricultural maize cropped field , 2002 .

[49]  François Hupet,et al.  Estimating spatial mean root-zone soil moisture from point-scale observations , 2006 .

[50]  John D. Albertson,et al.  Temporal dynamics of soil moisture variability: 1. Theoretical basis , 2003 .

[51]  Qiang Zuo,et al.  Estimating the necessary sampling size of surface soil moisture at different scales using a random combination method , 2008 .

[52]  Wade T. Crow,et al.  Performance Metrics for Soil Moisture Retrievals and Application Requirements , 2009 .

[53]  Todd H. Skaggs,et al.  Spatio-temporal evolution and time-stable characteristics of soil moisture within remote sensing footprints with varying soil, slope, and vegetation , 2001 .

[54]  Luca Brocca,et al.  Spatial‐temporal variability of soil moisture and its estimation across scales , 2010 .

[55]  Klaus Scipal,et al.  Temporal Stability of Soil Moisture and Radar Backscatter Observed by the Advanced Synthetic Aperture Radar (ASAR) , 2008, Sensors.

[56]  T. Harter,et al.  Explaining soil moisture variability as a function of mean soil moisture: A stochastic unsaturated flow perspective , 2007 .

[57]  Jennifer M. Jacobs,et al.  Spatial soil moisture scaling structure during Soil Moisture Experiment 2005 , 2011 .

[58]  Binayak P. Mohanty,et al.  Physical controls of near‐surface soil moisture across varying spatial scales in an agricultural landscape during SMEX02 , 2010 .

[59]  W. Wagner,et al.  Improving runoff prediction through the assimilation of the ASCAT soil moisture product , 2010 .

[60]  Erwin Zehe,et al.  Predictability of hydrologic response at the plot and catchment scales: Role of initial conditions , 2004 .