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Erschienen in: Water Resources Management 10/2017

02.06.2017

Satellite Soil Moisture: Review of Theory and Applications in Water Resources

verfasst von: Prashant K. Srivastava

Erschienen in: Water Resources Management | Ausgabe 10/2017

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Abstract

Soil moisture (SM) plays an important role in the water and energy exchanges that occur in the terrestrial surface. Soil moisture can be retrieved at a larger scale by using the visible and InfraRed (IR) bands as well as through the microwave remote sensing. Because of very high importance of SM for variety of applications, there are now two dedicated microwave satellites in the Earth’s orbit for soil moisture retrieval from space. The first, Soil Moisture and Ocean Salinity (SMOS) satellite has been launched by the European Space Agency in November 2009 and second is Soil Moisture Active and Passive (SMAP) launched by the National Aeronautics and Space Administration (NASA) in January 2015. In this review, brief background of soil moisture retrieval algorithms are presented with different applications in the area of water resources. The first section provides the introduction of the soil moisture, presents several in situ techniques for measurement of soil moisture and soil moisture retrieval algorithms from visible/IR and microwave remote sensing. Section 2 describes the satellite soil moisture applications in water resources.

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Literatur
Zurück zum Zitat Al-Shrafany D, Rico-Ramirez M, Han D (2012) Calibration of roughness parameters using rainfall runoff water balance for satellite soil moisture retrieval. J Hydrol Eng 17:704–714CrossRef Al-Shrafany D, Rico-Ramirez M, Han D (2012) Calibration of roughness parameters using rainfall runoff water balance for satellite soil moisture retrieval. J Hydrol Eng 17:704–714CrossRef
Zurück zum Zitat Al-Shrafany D, Rico-Ramirez MA, Han D, Bray M (2013) Comparative assessment of soil moisture estimation from land surface model and satellite remote sensing based on catchment water balance. Meteorol Appl. doi:10.1002/met.1357 Al-Shrafany D, Rico-Ramirez MA, Han D, Bray M (2013) Comparative assessment of soil moisture estimation from land surface model and satellite remote sensing based on catchment water balance. Meteorol Appl. doi:10.​1002/​met.​1357
Zurück zum Zitat Andersson L, Harding RJ (1991) Soil-moisture deficit simulations with models of varying complexity for forest and grassland sites in Sweden and the U.K. Water Resour Manag 5(1):25–46CrossRef Andersson L, Harding RJ (1991) Soil-moisture deficit simulations with models of varying complexity for forest and grassland sites in Sweden and the U.K. Water Resour Manag 5(1):25–46CrossRef
Zurück zum Zitat Argyrokastritis I, Kargas G, Kerkides P (2009) Simulation of soil moisture profiles using K(h) from coupling experimental retention curves and one-step outflow data. Water Resour Manag 23(15):3255–3266CrossRef Argyrokastritis I, Kargas G, Kerkides P (2009) Simulation of soil moisture profiles using K(h) from coupling experimental retention curves and one-step outflow data. Water Resour Manag 23(15):3255–3266CrossRef
Zurück zum Zitat Behari J (2005) Microwave dielectric behavior of wet soils, 8. Anamaya Publishers, New DelhiCrossRef Behari J (2005) Microwave dielectric behavior of wet soils, 8. Anamaya Publishers, New DelhiCrossRef
Zurück zum Zitat Birchak J, Gardner C, Hipp J, Victor J (1974) High dielectric constant microwave probes for sensing soil moisture. Proc IEEE 62(1):93–98CrossRef Birchak J, Gardner C, Hipp J, Victor J (1974) High dielectric constant microwave probes for sensing soil moisture. Proc IEEE 62(1):93–98CrossRef
Zurück zum Zitat Bowers S, Smith S (1972) Spectrophotometric determination of soil water content. Soil Sci Soc Am J 36(6):978–980CrossRef Bowers S, Smith S (1972) Spectrophotometric determination of soil water content. Soil Sci Soc Am J 36(6):978–980CrossRef
Zurück zum Zitat Brocca L et al (2010) Improving runoff prediction through the assimilation of the ASCAT soil moisture product. Hydrol Earth Syst Sci 14(10):1881–1893CrossRef Brocca L et al (2010) Improving runoff prediction through the assimilation of the ASCAT soil moisture product. Hydrol Earth Syst Sci 14(10):1881–1893CrossRef
Zurück zum Zitat Buckman HO, Brady NC (1922) The nature and properties of soils. Prentice Hall, New Jersey Buckman HO, Brady NC (1922) The nature and properties of soils. Prentice Hall, New Jersey
Zurück zum Zitat Cai G et al (2007) Soil moisture retrieval from MODIS data in northern China plain using thermal inertia model. Int J Remote Sens 28(16):3567–3581CrossRef Cai G et al (2007) Soil moisture retrieval from MODIS data in northern China plain using thermal inertia model. Int J Remote Sens 28(16):3567–3581CrossRef
Zurück zum Zitat Carlson TN (1986) Regional-scale estimates of surface moisture availability and thermal inertia using remote thermal measurements. Remote Sens Rev 1(2):197–247CrossRef Carlson TN (1986) Regional-scale estimates of surface moisture availability and thermal inertia using remote thermal measurements. Remote Sens Rev 1(2):197–247CrossRef
Zurück zum Zitat Carlson T (2007) An overview of the" triangle method" for estimating surface evapotranspiration and soil moisture from satellite imagery. Sensors 7(8):1612–1629CrossRef Carlson T (2007) An overview of the" triangle method" for estimating surface evapotranspiration and soil moisture from satellite imagery. Sensors 7(8):1612–1629CrossRef
Zurück zum Zitat Carlson TN, Perry EM, Schmugge TJ (1990) Remote estimation of soil moisture availability and fractional vegetation cover for agricultural fields. Agric For Meteorol 52(1):45–69CrossRef Carlson TN, Perry EM, Schmugge TJ (1990) Remote estimation of soil moisture availability and fractional vegetation cover for agricultural fields. Agric For Meteorol 52(1):45–69CrossRef
Zurück zum Zitat Carlson TN, Gillies RR, Perry EM (1994) A method to make use of thermal infrared temperature and NDVI measurements to infer surface soil water content and fractional vegetation cover. Remote Sens Rev 9(1–2):161–173CrossRef Carlson TN, Gillies RR, Perry EM (1994) A method to make use of thermal infrared temperature and NDVI measurements to infer surface soil water content and fractional vegetation cover. Remote Sens Rev 9(1–2):161–173CrossRef
Zurück zum Zitat Cellier P, Richard G, Robin P (1996) Partition of sensible heat fluxes into bare soil and the atmosphere. Agric For Meteorol 82(1):245–265CrossRef Cellier P, Richard G, Robin P (1996) Partition of sensible heat fluxes into bare soil and the atmosphere. Agric For Meteorol 82(1):245–265CrossRef
Zurück zum Zitat Chauhan N, Miller S, Ardanuy P (2003) Spaceborne soil moisture estimation at high resolution: a microwave-optical/IR synergistic approach. Int J Remote Sens 24(22):4599–4622CrossRef Chauhan N, Miller S, Ardanuy P (2003) Spaceborne soil moisture estimation at high resolution: a microwave-optical/IR synergistic approach. Int J Remote Sens 24(22):4599–4622CrossRef
Zurück zum Zitat Choudhury B, Schmugge TJ, Chang A, Newton R (1979) Effect of surface roughness on the microwave emission from soils. J Geophys Res 84(C9):5699–5706CrossRef Choudhury B, Schmugge TJ, Chang A, Newton R (1979) Effect of surface roughness on the microwave emission from soils. J Geophys Res 84(C9):5699–5706CrossRef
Zurück zum Zitat Clark CA, Arritt PW (1995) Numerical simulations of the effect of soil moisture and vegetation cover on the development of deep convection. J Appl Meteorol 34(9):2029–2045CrossRef Clark CA, Arritt PW (1995) Numerical simulations of the effect of soil moisture and vegetation cover on the development of deep convection. J Appl Meteorol 34(9):2029–2045CrossRef
Zurück zum Zitat Crow W, Bolten J (2007) Estimating precipitation errors using spaceborne surface soil moisture retrievals. Geophys Res Lett 34(8):L08403CrossRef Crow W, Bolten J (2007) Estimating precipitation errors using spaceborne surface soil moisture retrievals. Geophys Res Lett 34(8):L08403CrossRef
Zurück zum Zitat Crow W, Ryu D (2009) A new data assimilation approach for improving runoff prediction using remotely-sensed soil moisture retrievals. Hydrol Earth Syst Sci 13(1):1–16CrossRef Crow W, Ryu D (2009) A new data assimilation approach for improving runoff prediction using remotely-sensed soil moisture retrievals. Hydrol Earth Syst Sci 13(1):1–16CrossRef
Zurück zum Zitat Crow WT, Huffman GJ, Bindlish R, Jackson TJ (2009) Improving satellite-based rainfall accumulation estimates using spaceborne surface soil moisture retrievals. J Hydrometeorol 10(1):199–212CrossRef Crow WT, Huffman GJ, Bindlish R, Jackson TJ (2009) Improving satellite-based rainfall accumulation estimates using spaceborne surface soil moisture retrievals. J Hydrometeorol 10(1):199–212CrossRef
Zurück zum Zitat Dai A, Trenberth KE, Qian T (2004) A global dataset of palmer drought severity index for 1870-2002: relationship with soil moisture and effects of surface warming. J Hydrometeorol 5(6):1117–1130CrossRef Dai A, Trenberth KE, Qian T (2004) A global dataset of palmer drought severity index for 1870-2002: relationship with soil moisture and effects of surface warming. J Hydrometeorol 5(6):1117–1130CrossRef
Zurück zum Zitat Dalal R, Henry R (1986) Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry. Soil Sci Soc Am J 50(1):120–123CrossRef Dalal R, Henry R (1986) Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry. Soil Sci Soc Am J 50(1):120–123CrossRef
Zurück zum Zitat Davenport IJ, Fernández-Gálvez J, Gurney RJ (2005) A sensitivity analysis of soil moisture retrieval from the tau-omega microwave emission model. Geosci Remote Sens, IEEE Trans 43(6):1304–1316CrossRef Davenport IJ, Fernández-Gálvez J, Gurney RJ (2005) A sensitivity analysis of soil moisture retrieval from the tau-omega microwave emission model. Geosci Remote Sens, IEEE Trans 43(6):1304–1316CrossRef
Zurück zum Zitat Davidson MW et al (2000) On the characterization of agricultural soil roughness for radar remote sensing studies. Geosci Remote Sens, IEEE Trans 38(2):630–640CrossRef Davidson MW et al (2000) On the characterization of agricultural soil roughness for radar remote sensing studies. Geosci Remote Sens, IEEE Trans 38(2):630–640CrossRef
Zurück zum Zitat De Jeu R et al (2008) Global soil moisture patterns observed by space borne microwave radiometers and scatterometers. Surv Geophys 29(4–5):399–420CrossRef De Jeu R et al (2008) Global soil moisture patterns observed by space borne microwave radiometers and scatterometers. Surv Geophys 29(4–5):399–420CrossRef
Zurück zum Zitat Deardorff J (1978) Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation. J Geophys Res: Oceans 83(C4):1889–1903CrossRef Deardorff J (1978) Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation. J Geophys Res: Oceans 83(C4):1889–1903CrossRef
Zurück zum Zitat Dobson MC, Ulaby FT, Hallikainen MT, El-Rayes MA (1985) Microwave dielectric behavior of wet soil-part II: dielectric mixing models. Geosci Remote Sens, IEEE Trans GE-23(1):35–46CrossRef Dobson MC, Ulaby FT, Hallikainen MT, El-Rayes MA (1985) Microwave dielectric behavior of wet soil-part II: dielectric mixing models. Geosci Remote Sens, IEEE Trans GE-23(1):35–46CrossRef
Zurück zum Zitat Drusch M (2007) Initializing numerical weather prediction models with satellite-derived surface soil moisture: data assimilation experiments with ECMWF's integrated forecast system and the TMI soil moisture data set. J Geophys Res Atmos 112(D3) Drusch M (2007) Initializing numerical weather prediction models with satellite-derived surface soil moisture: data assimilation experiments with ECMWF's integrated forecast system and the TMI soil moisture data set. J Geophys Res Atmos 112(D3)
Zurück zum Zitat Dupigny-Giroux L-AL (2007) Using AirMISR data to explore moisture-driven land use–land cover variations at the Howland Forest, Maine—a case study. Remote Sens Environ 107(1):376–384CrossRef Dupigny-Giroux L-AL (2007) Using AirMISR data to explore moisture-driven land use–land cover variations at the Howland Forest, Maine—a case study. Remote Sens Environ 107(1):376–384CrossRef
Zurück zum Zitat Dupigny-Giroux L-A, Lewis JE (1999) A moisture index for surface characterization over a semiarid area. PE RS- Photogramm Eng Remote Sens 65(8):937–945 Dupigny-Giroux L-A, Lewis JE (1999) A moisture index for surface characterization over a semiarid area. PE RS- Photogramm Eng Remote Sens 65(8):937–945
Zurück zum Zitat Engman ET (1990) Progress in microwave remote sensing of soil moisture. Can J Remote Sens 16(3):6–14CrossRef Engman ET (1990) Progress in microwave remote sensing of soil moisture. Can J Remote Sens 16(3):6–14CrossRef
Zurück zum Zitat Entekhabi D et al (2010) The soil moisture active passive (SMAP) mission. Proc IEEE 98(5):704–716CrossRef Entekhabi D et al (2010) The soil moisture active passive (SMAP) mission. Proc IEEE 98(5):704–716CrossRef
Zurück zum Zitat Escorihuela M, Chanzy A, Wigneron J, Kerr Y (2010) Effective soil moisture sampling depth of L-band radiometry: a case study. Remote Sens Environ 114(5):995–1001CrossRef Escorihuela M, Chanzy A, Wigneron J, Kerr Y (2010) Effective soil moisture sampling depth of L-band radiometry: a case study. Remote Sens Environ 114(5):995–1001CrossRef
Zurück zum Zitat Evans RO, Sneed RE (1991) Measuring soil water for irrigation scheduling: Monitoring methods and devices. AG-North Carolina Agricultural Extension Service, North Carolina State University Evans RO, Sneed RE (1991) Measuring soil water for irrigation scheduling: Monitoring methods and devices. AG-North Carolina Agricultural Extension Service, North Carolina State University
Zurück zum Zitat Feddes RA, Kowalik PJ, Zaradny H (1978) Simulation of field water use and crop yield. Centre for Agricultural Publishing and Documentation Feddes RA, Kowalik PJ, Zaradny H (1978) Simulation of field water use and crop yield. Centre for Agricultural Publishing and Documentation
Zurück zum Zitat Franz T, Zreda M, Rosolem R, Ferre T (2012) A universal calibration function for determination of soil moisture with cosmic-ray neutrons. Hydrol Earth Syst Sci Discuss 9:10303–10322CrossRef Franz T, Zreda M, Rosolem R, Ferre T (2012) A universal calibration function for determination of soil moisture with cosmic-ray neutrons. Hydrol Earth Syst Sci Discuss 9:10303–10322CrossRef
Zurück zum Zitat George B, Shende S, Raghuwanshi N (2000) Development and testing of an irrigation scheduling model. Agric Water Manag 46(2):121–136CrossRef George B, Shende S, Raghuwanshi N (2000) Development and testing of an irrigation scheduling model. Agric Water Manag 46(2):121–136CrossRef
Zurück zum Zitat Ghali GS (1989) Multi-dimensional analysis of soil moisture dynamics in trickle irrigated fields. I: mathematical modelling. Water Resour Manag 3(1):11–34CrossRef Ghali GS (1989) Multi-dimensional analysis of soil moisture dynamics in trickle irrigated fields. I: mathematical modelling. Water Resour Manag 3(1):11–34CrossRef
Zurück zum Zitat Gillies R, Kustas W, Humes K (1997) A verification of the'triangle'method for obtaining surface soil water content and energy fluxes from remote measurements of the normalized difference vegetation index (NDVI) and surface e. Int J Remote Sens 18(15):3145–3166CrossRef Gillies R, Kustas W, Humes K (1997) A verification of the'triangle'method for obtaining surface soil water content and energy fluxes from remote measurements of the normalized difference vegetation index (NDVI) and surface e. Int J Remote Sens 18(15):3145–3166CrossRef
Zurück zum Zitat Goward SN, Xue Y, Czajkowski KP (2002) Evaluating land surface moisture conditions from the remotely sensed temperature/vegetation index measurements: an exploration with the simplified simple biosphere model. Remote Sens Environ 79(2):225–242CrossRef Goward SN, Xue Y, Czajkowski KP (2002) Evaluating land surface moisture conditions from the remotely sensed temperature/vegetation index measurements: an exploration with the simplified simple biosphere model. Remote Sens Environ 79(2):225–242CrossRef
Zurück zum Zitat Halcrow HG (1949) Actuarial structures for crop insurance. J Farm Econ 31(3):418–443CrossRef Halcrow HG (1949) Actuarial structures for crop insurance. J Farm Econ 31(3):418–443CrossRef
Zurück zum Zitat Hallikainen MT, Ulaby FT, Dobson MC, El-Rayes MA, Wu L-K (1985) Microwave dielectric behavior of wet soil-part 1: empirical models and experimental observations. Geosci Remote Sens, IEEE Trans GE-23(1):25–34CrossRef Hallikainen MT, Ulaby FT, Dobson MC, El-Rayes MA, Wu L-K (1985) Microwave dielectric behavior of wet soil-part 1: empirical models and experimental observations. Geosci Remote Sens, IEEE Trans GE-23(1):25–34CrossRef
Zurück zum Zitat Heathman GC, Starks PJ, Ahuja LR, Jackson TJ (2003) Assimilation of surface soil moisture to estimate profile soil water content. J Hydrol 279(1):1–17CrossRef Heathman GC, Starks PJ, Ahuja LR, Jackson TJ (2003) Assimilation of surface soil moisture to estimate profile soil water content. J Hydrol 279(1):1–17CrossRef
Zurück zum Zitat Heggen RJ (2001) Normalized antecedent precipitation index. J Hydrol Eng 6(5):377–381CrossRef Heggen RJ (2001) Normalized antecedent precipitation index. J Hydrol Eng 6(5):377–381CrossRef
Zurück zum Zitat Howard AD (1967) Drainage analysis in geologic interpretation: a summation. AAPG Bull 51(11):2246–2259 Howard AD (1967) Drainage analysis in geologic interpretation: a summation. AAPG Bull 51(11):2246–2259
Zurück zum Zitat Huang J, van den Dool HM, Georgarakos KP (1996) Analysis of model-calculated soil moisture over the United States (1931-1993) and applications to long-range temperature forecasts. J Clim 9(6):1350–1362CrossRef Huang J, van den Dool HM, Georgarakos KP (1996) Analysis of model-calculated soil moisture over the United States (1931-1993) and applications to long-range temperature forecasts. J Clim 9(6):1350–1362CrossRef
Zurück zum Zitat Islam T, Srivastava PK, Dai Q, Gupta M, Zhuo L (2015) An introduction to factor analysis for radio frequency interference detection on satellite observations. Meteorol Appl 22(3):436–443CrossRef Islam T, Srivastava PK, Dai Q, Gupta M, Zhuo L (2015) An introduction to factor analysis for radio frequency interference detection on satellite observations. Meteorol Appl 22(3):436–443CrossRef
Zurück zum Zitat Jackson TJ, O'Neill PE (1990) Attenuation of soil microwave emission by corn and soybeans at 1.4 and 5 GHz. Geosci Remote Sens, IEEE Trans 28(5):978–980CrossRef Jackson TJ, O'Neill PE (1990) Attenuation of soil microwave emission by corn and soybeans at 1.4 and 5 GHz. Geosci Remote Sens, IEEE Trans 28(5):978–980CrossRef
Zurück zum Zitat Jackson TJ, Schmugge TJ (1989) Passive microwave remote sensing system for soil moisture: some supporting research. Geosci Remote Sens, IEEE Trans 27(2):225–235CrossRef Jackson TJ, Schmugge TJ (1989) Passive microwave remote sensing system for soil moisture: some supporting research. Geosci Remote Sens, IEEE Trans 27(2):225–235CrossRef
Zurück zum Zitat Jackson TJ, Schmugge TJ, Wang JR (1982) Passive microwave sensing of soil moisture under vegetation canopies. Water Resour Res 18(4):1137–1142CrossRef Jackson TJ, Schmugge TJ, Wang JR (1982) Passive microwave sensing of soil moisture under vegetation canopies. Water Resour Res 18(4):1137–1142CrossRef
Zurück zum Zitat Jackson T, Schmugge J, Engman E (1996) Remote sensing applications to hydrology: soil moisture. Hydrol Sci J 41(4):517–530CrossRef Jackson T, Schmugge J, Engman E (1996) Remote sensing applications to hydrology: soil moisture. Hydrol Sci J 41(4):517–530CrossRef
Zurück zum Zitat Jansson P-E (1998) Simulating model for soil water and heat conditions. Institutionen för markvetenskap, Avdelningen för lantbrukets hydroteknik, Sveriges lantbruksuniversitet, Uppsala Jansson P-E (1998) Simulating model for soil water and heat conditions. Institutionen för markvetenskap, Avdelningen för lantbrukets hydroteknik, Sveriges lantbruksuniversitet, Uppsala
Zurück zum Zitat Johannsen CJ (1970) The detection of available soil moisture by remote sensing techniques. Johannsen CJ (1970) The detection of available soil moisture by remote sensing techniques.
Zurück zum Zitat Kerkides P, Poulovassilis A, Argyrokastritis I, Elmaloglou S (1997) Comparative evaluation of analytic solutions in predicting soil moisture profiles in vertical one-dimensional infiltration under ponded and constant flux boundary conditions. Water Resour Manag 11(5):323–338CrossRef Kerkides P, Poulovassilis A, Argyrokastritis I, Elmaloglou S (1997) Comparative evaluation of analytic solutions in predicting soil moisture profiles in vertical one-dimensional infiltration under ponded and constant flux boundary conditions. Water Resour Manag 11(5):323–338CrossRef
Zurück zum Zitat Kerr YH et al (2001) Soil moisture retrieval from space: the soil moisture and Ocean Salinity (SMOS) mission. Geosci Remote Sens, IEEE Trans 39(8):1729–1735CrossRef Kerr YH et al (2001) Soil moisture retrieval from space: the soil moisture and Ocean Salinity (SMOS) mission. Geosci Remote Sens, IEEE Trans 39(8):1729–1735CrossRef
Zurück zum Zitat Kerr YH et al (2012) The SMOS soil moisture retrieval algorithm. IEEE Trans Geosci Remote Sens 50(5):1384–1403CrossRef Kerr YH et al (2012) The SMOS soil moisture retrieval algorithm. IEEE Trans Geosci Remote Sens 50(5):1384–1403CrossRef
Zurück zum Zitat Kerr YH, Wigneron JP, Al Bitar A, Mialon A, Srivastava PK (2016) Chapter 1 - Soil Moisture from Space: Techniques and Limitations, Satellite Soil Moisture Retrieval. Elsevier, pp 3–27 Kerr YH, Wigneron JP, Al Bitar A, Mialon A, Srivastava PK (2016) Chapter 1 - Soil Moisture from Space: Techniques and Limitations, Satellite Soil Moisture Retrieval. Elsevier, pp 3–27
Zurück zum Zitat Kneese AV, Bower BT (1984) Managing water quality: economics, technology, institutions. RFF Press, Baltimore Kneese AV, Bower BT (1984) Managing water quality: economics, technology, institutions. RFF Press, Baltimore
Zurück zum Zitat Koster RD et al (2004) Regions of strong coupling between soil moisture and precipitation. Science 305(5687):1138–1140CrossRef Koster RD et al (2004) Regions of strong coupling between soil moisture and precipitation. Science 305(5687):1138–1140CrossRef
Zurück zum Zitat Kustas W, Norman J (1996) Use of remote sensing for evapotranspiration monitoring over land surfaces. Hydrol Sci J 41(4):495–516CrossRef Kustas W, Norman J (1996) Use of remote sensing for evapotranspiration monitoring over land surfaces. Hydrol Sci J 41(4):495–516CrossRef
Zurück zum Zitat Li S, Liang W, Zhang W, Liu Q (2016) Response of soil moisture to hydro-meteorological variables under different precipitation gradients in the Yellow River basin. Water Resour Manag 30(6):1867–1884CrossRef Li S, Liang W, Zhang W, Liu Q (2016) Response of soil moisture to hydro-meteorological variables under different precipitation gradients in the Yellow River basin. Water Resour Manag 30(6):1867–1884CrossRef
Zurück zum Zitat Liu W et al (2003) Evaluation of methods for soil surface moisture estimation from reflectance data. Int J Remote Sens 24(10):2069–2083CrossRef Liu W et al (2003) Evaluation of methods for soil surface moisture estimation from reflectance data. Int J Remote Sens 24(10):2069–2083CrossRef
Zurück zum Zitat Lobell DB, Asner GP (2002) Moisture effects on soil reflectance. Soil Sci Soc Am J 66(3):722–727CrossRef Lobell DB, Asner GP (2002) Moisture effects on soil reflectance. Soil Sci Soc Am J 66(3):722–727CrossRef
Zurück zum Zitat Loew A, Ludwig R, Mauser W (2006) Derivation of surface soil moisture from ENVISAT ASAR wide swath and image mode data in agricultural areas. Geosci Remote Sens, IEEE Trans 44(4):889–899CrossRef Loew A, Ludwig R, Mauser W (2006) Derivation of surface soil moisture from ENVISAT ASAR wide swath and image mode data in agricultural areas. Geosci Remote Sens, IEEE Trans 44(4):889–899CrossRef
Zurück zum Zitat Mallick K, Bhattacharya BK, Patel N (2009) Estimating volumetric surface moisture content for cropped soils using a soil wetness index based on surface temperature and NDVI. Agric For Meteorol 149(8):1327–1342CrossRef Mallick K, Bhattacharya BK, Patel N (2009) Estimating volumetric surface moisture content for cropped soils using a soil wetness index based on surface temperature and NDVI. Agric For Meteorol 149(8):1327–1342CrossRef
Zurück zum Zitat Massman W (1992) A surface energy balance method for partitioning evapotranspiration data into plant and soil components for a surface with partial canopy cover. Water Resour Res 28(6):1723–1732CrossRef Massman W (1992) A surface energy balance method for partitioning evapotranspiration data into plant and soil components for a surface with partial canopy cover. Water Resour Res 28(6):1723–1732CrossRef
Zurück zum Zitat Merlin O, Walker JP, Panciera R, Escorihuela MJ, Jackson TJ (2009) Assessing the SMOS soil moisture retrieval parameters with high-resolution NAFE'06 data. Geosci Remote Sens Lett, IEEE 6(4):635–639CrossRef Merlin O, Walker JP, Panciera R, Escorihuela MJ, Jackson TJ (2009) Assessing the SMOS soil moisture retrieval parameters with high-resolution NAFE'06 data. Geosci Remote Sens Lett, IEEE 6(4):635–639CrossRef
Zurück zum Zitat Moran M, Clarke T, Inoue Y, Vidal A (1994) Estimating crop water deficit using the relation between surface-air temperature and spectral vegetation index. Remote Sens Environ 49(3):246–263CrossRef Moran M, Clarke T, Inoue Y, Vidal A (1994) Estimating crop water deficit using the relation between surface-air temperature and spectral vegetation index. Remote Sens Environ 49(3):246–263CrossRef
Zurück zum Zitat Morbidelli R, Corradini C, Saltalippi C, Brocca L (2012) Initial soil water content as input to field-scale infiltration and surface runoff models. Water Resour Manag 26(7):1793–1807CrossRef Morbidelli R, Corradini C, Saltalippi C, Brocca L (2012) Initial soil water content as input to field-scale infiltration and surface runoff models. Water Resour Manag 26(7):1793–1807CrossRef
Zurück zum Zitat Norbiato D, Borga M, Degli Esposti S, Gaume E, Anquetin S (2008) Flash flood warning based on rainfall thresholds and soil moisture conditions: an assessment for gauged and ungauged basins. J Hydrol 362(3):274–290CrossRef Norbiato D, Borga M, Degli Esposti S, Gaume E, Anquetin S (2008) Flash flood warning based on rainfall thresholds and soil moisture conditions: an assessment for gauged and ungauged basins. J Hydrol 362(3):274–290CrossRef
Zurück zum Zitat Norman JM, Kustas WP, Humes KS (1995) Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature. Agric For Meteorol 77(3):263–293CrossRef Norman JM, Kustas WP, Humes KS (1995) Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature. Agric For Meteorol 77(3):263–293CrossRef
Zurück zum Zitat Oh Y, Kay YC (1998) Condition for precise measurement of soil surface roughness. Geosci Remote Sens, IEEE Trans 36(2):691–695CrossRef Oh Y, Kay YC (1998) Condition for precise measurement of soil surface roughness. Geosci Remote Sens, IEEE Trans 36(2):691–695CrossRef
Zurück zum Zitat Owe M, de Jeu R, Walker J (2001) A methodology for surface soil moisture and vegetation optical depth retrieval using the microwave polarization difference index. Geosci Remote Sens, IEEE Trans 39(8):1643–1654CrossRef Owe M, de Jeu R, Walker J (2001) A methodology for surface soil moisture and vegetation optical depth retrieval using the microwave polarization difference index. Geosci Remote Sens, IEEE Trans 39(8):1643–1654CrossRef
Zurück zum Zitat Pal M, Maity R, Dey S (2016) Statistical Modelling of vertical soil moisture profile: coupling of memory and forcing. Water Resour Manag 30(6):1973–1986CrossRef Pal M, Maity R, Dey S (2016) Statistical Modelling of vertical soil moisture profile: coupling of memory and forcing. Water Resour Manag 30(6):1973–1986CrossRef
Zurück zum Zitat Panciera R et al (2009) Evaluation of the SMOS L-MEB passive microwave soil moisture retrieval algorithm. Remote Sens Environ 113(2):435–444CrossRef Panciera R et al (2009) Evaluation of the SMOS L-MEB passive microwave soil moisture retrieval algorithm. Remote Sens Environ 113(2):435–444CrossRef
Zurück zum Zitat Peters-Lidard C, Zion M, Wood E (1997) A soil-vegetation-atmosphere transfer scheme for modeling spatially variable water and energy balance processes. J Geophys Res 102(D4):4303–4324CrossRef Peters-Lidard C, Zion M, Wood E (1997) A soil-vegetation-atmosphere transfer scheme for modeling spatially variable water and energy balance processes. J Geophys Res 102(D4):4303–4324CrossRef
Zurück zum Zitat Piles Guillem M (2010) Multiscale soil moisture retrievals from microwave remote sensing observations. Piles Guillem M (2010) Multiscale soil moisture retrievals from microwave remote sensing observations.
Zurück zum Zitat Pratt D, Ellyett C (1979) The thermal inertia approach to mapping of soil moisture and geology. Remote Sens Environ 8(2):151–168CrossRef Pratt D, Ellyett C (1979) The thermal inertia approach to mapping of soil moisture and geology. Remote Sens Environ 8(2):151–168CrossRef
Zurück zum Zitat Price JC (1980) The potential of remotely sensed thermal infrared data to infer surface soil moisture and evaporation. Water Resour Res 16(4):787–795CrossRef Price JC (1980) The potential of remotely sensed thermal infrared data to infer surface soil moisture and evaporation. Water Resour Res 16(4):787–795CrossRef
Zurück zum Zitat Qi S-H, Wang C-Y, Niu Z (2003) Evaluating soil moisture status in China using the temperature/vegetation dryness index (TVD1). J Remote Sens-Beijing 7(5):420–427 Qi S-H, Wang C-Y, Niu Z (2003) Evaluating soil moisture status in China using the temperature/vegetation dryness index (TVD1). J Remote Sens-Beijing 7(5):420–427
Zurück zum Zitat Qiu Z et al (2017) Assessing soil moisture patterns using a soil topographic index in a humid region. Water Resour Manag 31(7):2243–2255CrossRef Qiu Z et al (2017) Assessing soil moisture patterns using a soil topographic index in a humid region. Water Resour Manag 31(7):2243–2255CrossRef
Zurück zum Zitat Ragab R, Rosier P, Dixon A, Bromley J, Cooper J (2003) Experimental study of water fluxes in a residential area: 2. Road infiltration, runoff and evaporation. Hydrol Process 17(12):2423–2437CrossRef Ragab R, Rosier P, Dixon A, Bromley J, Cooper J (2003) Experimental study of water fluxes in a residential area: 2. Road infiltration, runoff and evaporation. Hydrol Process 17(12):2423–2437CrossRef
Zurück zum Zitat Reichle RH, Koster RD (2005) Global assimilation of satellite surface soil moisture retrievals into the NASA catchment land surface model. Geophys Res Lett 32:L02404 Reichle RH, Koster RD (2005) Global assimilation of satellite surface soil moisture retrievals into the NASA catchment land surface model. Geophys Res Lett 32:L02404
Zurück zum Zitat Saleh K et al (2007) Estimates of surface soil moisture under grass covers using L-band radiometry. Remote Sens Environ 109(1):42–53CrossRef Saleh K et al (2007) Estimates of surface soil moisture under grass covers using L-band radiometry. Remote Sens Environ 109(1):42–53CrossRef
Zurück zum Zitat Sandholt I, Rasmussen K, Andersen J (2002) A simple interpretation of the surface temperature/vegetation index space for assessment of surface moisture status. Remote Sens Environ 79(2):213–224CrossRef Sandholt I, Rasmussen K, Andersen J (2002) A simple interpretation of the surface temperature/vegetation index space for assessment of surface moisture status. Remote Sens Environ 79(2):213–224CrossRef
Zurück zum Zitat Selirio I, Brown D (1979) Soil moisture-based simulation of forage yield. Agric Meteorol 20(2):99–114CrossRef Selirio I, Brown D (1979) Soil moisture-based simulation of forage yield. Agric Meteorol 20(2):99–114CrossRef
Zurück zum Zitat Smith JM (1986) Mathematical modelling and digital simulation for engineers and scientists. John Wiley & Sons, Inc., New York Smith JM (1986) Mathematical modelling and digital simulation for engineers and scientists. John Wiley & Sons, Inc., New York
Zurück zum Zitat Srivastava PK (2013) Soil moisture estimation from SMOS satellite and mesoscale model for hydrological applications, PhD Thesis, University of Bristol, UK Srivastava PK (2013) Soil moisture estimation from SMOS satellite and mesoscale model for hydrological applications, PhD Thesis, University of Bristol, UK
Zurück zum Zitat Srivastava PK, Han D, Ramirez MR, Islam T (2013a) Machine learning techniques for downscaling SMOS satellite soil moisture using MODIS land surface temperature for hydrological application. Water Resour Manag 27(8):3127–3144CrossRef Srivastava PK, Han D, Ramirez MR, Islam T (2013a) Machine learning techniques for downscaling SMOS satellite soil moisture using MODIS land surface temperature for hydrological application. Water Resour Manag 27(8):3127–3144CrossRef
Zurück zum Zitat Srivastava PK, Han D, Rico-Ramirez MA, Al-Shrafany D, Islam T (2013b) Data fusion techniques for improving soil moisture deficit using SMOS satellite and WRF-NOAH land surface model. Water Resour Manag 27(15):5069–5087 Srivastava PK, Han D, Rico-Ramirez MA, Al-Shrafany D, Islam T (2013b) Data fusion techniques for improving soil moisture deficit using SMOS satellite and WRF-NOAH land surface model. Water Resour Manag 27(15):5069–5087
Zurück zum Zitat Srivastava PK, Han D, Rico Ramirez MA, Islam T (2013c) Appraisal of SMOS soil moisture at a catchment scale in a temperate maritime climate. J Hydrol 498:292-304 Srivastava PK, Han D, Rico Ramirez MA, Islam T (2013c) Appraisal of SMOS soil moisture at a catchment scale in a temperate maritime climate. J Hydrol 498:292-304
Zurück zum Zitat Srivastava PK et al (2014) Assessment of SMOS soil moisture retrieval parameters using tau–omega algorithms for soil moisture deficit estimation. J Hydrol 519(Part A):574–587CrossRef Srivastava PK et al (2014) Assessment of SMOS soil moisture retrieval parameters using tau–omega algorithms for soil moisture deficit estimation. J Hydrol 519(Part A):574–587CrossRef
Zurück zum Zitat Srivastava P, O'Neill P, Cosh M, Lang R, Joseph A (2015a) Evaluation of Radar Vegetation Indices for Vegetation Water Content Estimation Using Data from a Ground-Based SMAP Simulator. TU2.Y1: Soil Moisture Algorithms and Downscaling. IGARSS, Milan Srivastava P, O'Neill P, Cosh M, Lang R, Joseph A (2015a) Evaluation of Radar Vegetation Indices for Vegetation Water Content Estimation Using Data from a Ground-Based SMAP Simulator. TU2.Y1: Soil Moisture Algorithms and Downscaling. IGARSS, Milan
Zurück zum Zitat Srivastava PK et al (2015b) Performance evaluation of WRF-Noah land surface model estimated soil moisture for hydrological application: synergistic evaluation using SMOS retrieved soil moisture. J Hydrol 529:200–212CrossRef Srivastava PK et al (2015b) Performance evaluation of WRF-Noah land surface model estimated soil moisture for hydrological application: synergistic evaluation using SMOS retrieved soil moisture. J Hydrol 529:200–212CrossRef
Zurück zum Zitat Srivastava PK et al (2015c) Evaluation of dielectric mixing models for passive microwave soil moisture retrieval using data from ComRAD ground-based SMAP simulator. IEEE J Sel Top in Appl Earth Obs Remote Sens 8(9):4345–4354CrossRef Srivastava PK et al (2015c) Evaluation of dielectric mixing models for passive microwave soil moisture retrieval using data from ComRAD ground-based SMAP simulator. IEEE J Sel Top in Appl Earth Obs Remote Sens 8(9):4345–4354CrossRef
Zurück zum Zitat Srivastava PK, Pandey V, Suman S, Gupta M, Islam T (2016a) Chapter 2 - Available Data Sets and Satellites for Terrestrial Soil Moisture Estimation, Satellite Soil Moisture Retrieval. Elsevier, pp 29–44 Srivastava PK, Pandey V, Suman S, Gupta M, Islam T (2016a) Chapter 2 - Available Data Sets and Satellites for Terrestrial Soil Moisture Estimation, Satellite Soil Moisture Retrieval. Elsevier, pp 29–44
Zurück zum Zitat Srivastava PK, Petropoulo GP, Kerr YH (2016b) Satellite Soil Moisture Retrieval: Techniques and Applications. In: Prashant K Srivastava, George P Petropoulos, Yann H Kerr (eds) Volume I. Elsevier Press, pp 440 Srivastava PK, Petropoulo GP, Kerr YH (2016b) Satellite Soil Moisture Retrieval: Techniques and Applications. In: Prashant K Srivastava, George P Petropoulos, Yann H Kerr (eds) Volume I. Elsevier Press, pp 440
Zurück zum Zitat Stisen S, Sandholt I, Nørgaard A, Fensholt R, Jensen KH (2008) Combining the triangle method with thermal inertia to estimate regional evapotranspiration—applied to MSG-SEVIRI data in the Senegal River basin. Remote Sens Environ 112(3):1242–1255CrossRef Stisen S, Sandholt I, Nørgaard A, Fensholt R, Jensen KH (2008) Combining the triangle method with thermal inertia to estimate regional evapotranspiration—applied to MSG-SEVIRI data in the Senegal River basin. Remote Sens Environ 112(3):1242–1255CrossRef
Zurück zum Zitat Stuff R, Dale R (1978) A soil moisture budget model accounting for shallow water table influences. Soil Sci Soc Am J 42(4):637–643CrossRef Stuff R, Dale R (1978) A soil moisture budget model accounting for shallow water table influences. Soil Sci Soc Am J 42(4):637–643CrossRef
Zurück zum Zitat Taylor SA (1952) Use of mean soil moisture tension to evaluate the effect of soil moisture on crop yields. Soil Sci 74(3):217–226CrossRef Taylor SA (1952) Use of mean soil moisture tension to evaluate the effect of soil moisture on crop yields. Soil Sci 74(3):217–226CrossRef
Zurück zum Zitat Tombul M (2007) Mapping field surface soil moisture for hydrological modeling. Water Resour Manag 21(11):1865–1880CrossRef Tombul M (2007) Mapping field surface soil moisture for hydrological modeling. Water Resour Manag 21(11):1865–1880CrossRef
Zurück zum Zitat Ulaby FT, Batlivala PP, Dobson MC (1978) Microwave backscatter dependence on surface roughness, soil moisture, and soil texture: part I-bare soil. Geosci Electron, IEEE Trans 16(4):286–295CrossRef Ulaby FT, Batlivala PP, Dobson MC (1978) Microwave backscatter dependence on surface roughness, soil moisture, and soil texture: part I-bare soil. Geosci Electron, IEEE Trans 16(4):286–295CrossRef
Zurück zum Zitat Ulaby FT, Bradley GA, Dobson MC (1979) Microwave backscatter dependence on surface roughness, soil moisture, and soil texture: part II-vegetation-covered soil. Geosci Electron, IEEE Trans 17(2):33–40CrossRef Ulaby FT, Bradley GA, Dobson MC (1979) Microwave backscatter dependence on surface roughness, soil moisture, and soil texture: part II-vegetation-covered soil. Geosci Electron, IEEE Trans 17(2):33–40CrossRef
Zurück zum Zitat Vinnikov KY et al (1999) Satellite remote sensing of soil moisture in Illinois, United States. J Geophys Res: Atmos (1984–2012) 104(D4):4145–4168CrossRef Vinnikov KY et al (1999) Satellite remote sensing of soil moisture in Illinois, United States. J Geophys Res: Atmos (1984–2012) 104(D4):4145–4168CrossRef
Zurück zum Zitat Wan Z, Wang P, Li X (2004) Using MODIS land surface temperature and normalized difference vegetation index products for monitoring drought in the southern Great Plains, USA. Int J Remote Sens 25(1):61–72CrossRef Wan Z, Wang P, Li X (2004) Using MODIS land surface temperature and normalized difference vegetation index products for monitoring drought in the southern Great Plains, USA. Int J Remote Sens 25(1):61–72CrossRef
Zurück zum Zitat Wang J, Choudhury B (1981) Remote sensing of soil moisture content, over bare field at 1.4 GHz frequency. J Geophys Res: Oceans (1978–2012) 86(C6):5277–5282CrossRef Wang J, Choudhury B (1981) Remote sensing of soil moisture content, over bare field at 1.4 GHz frequency. J Geophys Res: Oceans (1978–2012) 86(C6):5277–5282CrossRef
Zurück zum Zitat Wang L, Qu JJ (2007) NMDI: a normalized multi-band drought index for monitoring soil and vegetation moisture with satellite remote sensing. Geophys Res Lett 34(20):L20405CrossRef Wang L, Qu JJ (2007) NMDI: a normalized multi-band drought index for monitoring soil and vegetation moisture with satellite remote sensing. Geophys Res Lett 34(20):L20405CrossRef
Zurück zum Zitat Wang L, Qu JJ (2009) Satellite remote sensing applications for surface soil moisture monitoring: a review. Front Earth Sci China 3(2):237–247CrossRef Wang L, Qu JJ (2009) Satellite remote sensing applications for surface soil moisture monitoring: a review. Front Earth Sci China 3(2):237–247CrossRef
Zurück zum Zitat Wang JR, O'Neill PE, Jackson TJ, Engman ET (1983) Multifrequency measurements of the effects of soil moisture, soil texture, and surface roughness. Geosci Remote Sens, IEEE Trans GE-21(1):44–51CrossRef Wang JR, O'Neill PE, Jackson TJ, Engman ET (1983) Multifrequency measurements of the effects of soil moisture, soil texture, and surface roughness. Geosci Remote Sens, IEEE Trans GE-21(1):44–51CrossRef
Zurück zum Zitat Wang C, Qi S, Niu Z, Wang J (2004) Evaluating soil moisture status in China using the temperature-vegetation dryness index (TVDI). Can J Remote Sens 30(5):671–679CrossRef Wang C, Qi S, Niu Z, Wang J (2004) Evaluating soil moisture status in China using the temperature-vegetation dryness index (TVDI). Can J Remote Sens 30(5):671–679CrossRef
Zurück zum Zitat Weidong L et al (2002) Relating soil surface moisture to reflectance. Remote Sens Environ 81(2):238–246CrossRef Weidong L et al (2002) Relating soil surface moisture to reflectance. Remote Sens Environ 81(2):238–246CrossRef
Zurück zum Zitat Westra S et al (2014) Future changes to the intensity and frequency of short-duration extreme rainfall. Rev Geophys 52(3):522–555CrossRef Westra S et al (2014) Future changes to the intensity and frequency of short-duration extreme rainfall. Rev Geophys 52(3):522–555CrossRef
Zurück zum Zitat Wigneron J-P, Chanzy A, Calvet J-C, Bruguier N (1995) A simple algorithm to retrieve soil moisture and vegetation biomass using passive microwave measurements over crop fields. Remote Sens Environ 51(3):331–341CrossRef Wigneron J-P, Chanzy A, Calvet J-C, Bruguier N (1995) A simple algorithm to retrieve soil moisture and vegetation biomass using passive microwave measurements over crop fields. Remote Sens Environ 51(3):331–341CrossRef
Zurück zum Zitat Wigneron J-P, Laguerre L, Kerr YH (2001) A simple parameterization of the L-band microwave emission from rough agricultural soils. Geosci Remote Sens, IEEE Trans 39(8):1697–1707CrossRef Wigneron J-P, Laguerre L, Kerr YH (2001) A simple parameterization of the L-band microwave emission from rough agricultural soils. Geosci Remote Sens, IEEE Trans 39(8):1697–1707CrossRef
Zurück zum Zitat Wigneron J-P et al (2007) L-band microwave emission of the biosphere (L-MEB) model: description and calibration against experimental data sets over crop fields. Remote Sens Environ 107(4):639–655CrossRef Wigneron J-P et al (2007) L-band microwave emission of the biosphere (L-MEB) model: description and calibration against experimental data sets over crop fields. Remote Sens Environ 107(4):639–655CrossRef
Zurück zum Zitat Xue Y, Cracknell A (1995) Advanced thermal inertia modelling. Remote Sens 16(3):431–446CrossRef Xue Y, Cracknell A (1995) Advanced thermal inertia modelling. Remote Sens 16(3):431–446CrossRef
Zurück zum Zitat Yue W, Xu J, Tan W, Xu L (2007) The relationship between land surface temperature and NDVI with remote sensing: application to shanghai Landsat 7 ETM+ data. Int J Remote Sens 28(15):3205–3226CrossRef Yue W, Xu J, Tan W, Xu L (2007) The relationship between land surface temperature and NDVI with remote sensing: application to shanghai Landsat 7 ETM+ data. Int J Remote Sens 28(15):3205–3226CrossRef
Zurück zum Zitat Zhuo L, Han D, Dai Q, Islam T, Srivastava PK (2015) Appraisal of NLDAS-2 multi-model simulated soil moistures for hydrological modelling. Water Resour Manag 29(10):3503–3517CrossRef Zhuo L, Han D, Dai Q, Islam T, Srivastava PK (2015) Appraisal of NLDAS-2 multi-model simulated soil moistures for hydrological modelling. Water Resour Manag 29(10):3503–3517CrossRef
Zurück zum Zitat Zreda M et al (2012) COSMOS: the COsmic-ray soil moisture Observing system. Hydrol Earth Syst Sci 16(11):4079CrossRef Zreda M et al (2012) COSMOS: the COsmic-ray soil moisture Observing system. Hydrol Earth Syst Sci 16(11):4079CrossRef
Metadaten
Titel
Satellite Soil Moisture: Review of Theory and Applications in Water Resources
verfasst von
Prashant K. Srivastava
Publikationsdatum
02.06.2017
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2017
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-017-1722-6

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