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Erschienen in: Environmental Earth Sciences 10/2014

01.05.2014 | Original Article

Evaluation of TRMM rainfall for soil moisture prediction in a subtropical climate

verfasst von: Manika Gupta, Prashant K. Srivastava, Tanvir Islam, Asnor Muizan Bin Ishak

Erschienen in: Environmental Earth Sciences | Ausgabe 10/2014

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Abstract

The Tropical Rainfall Measuring Mission (TRMM) is a joint space mission between NASA and the Japan Aerospace Exploration Agency (JAXA) designed to monitor and study tropical rainfall. In this study, the daily rainfall from TRMM has been utilized to simulate the soil moisture content up to 30 cm vertical soil profile of at an interval depth of 15 cm by using the HYDRUS 1D numerical model for the three plots. The simulated soil moisture content using ground-based rainfall and TRMM-derived rainfall measurements indicate an agreeable goodness of fit between the both. The Nash–Sutcliffe efficiency using ground-based and TRMM-derived rainfall was found in the range of 0.90–0.68 and 0.70–0.40, respectively. The input data sensitivity analysis of precipitation combined with different irrigation treatment indicates a high dependency of soil moisture content with rainfall input. The overall analysis reveals that TRMM rainfall is promising for soil moisture prediction in absence of ground-based measurements of soil moisture.

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Literatur
Zurück zum Zitat Aksoy M, Johnson JT (2013) A Study of SMOS RFI over North America Aksoy M, Johnson JT (2013) A Study of SMOS RFI over North America
Zurück zum Zitat Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration-guidelines for computing crop water requirements-FAO Irrigation and drainage paper 56. FAO, Rome 300:6541 Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration-guidelines for computing crop water requirements-FAO Irrigation and drainage paper 56. FAO, Rome 300:6541
Zurück zum Zitat Chahine MT (1992) The hydrological cycle and its influence on climate. Nature 359(6394):373–380CrossRef Chahine MT (1992) The hydrological cycle and its influence on climate. Nature 359(6394):373–380CrossRef
Zurück zum Zitat Collischonn B, Collischonn W, Tucci CEM (2008) Daily hydrological modeling in the Amazon basin using TRMM rainfall estimates. J Hydrol 360(1):207–216CrossRef Collischonn B, Collischonn W, Tucci CEM (2008) Daily hydrological modeling in the Amazon basin using TRMM rainfall estimates. J Hydrol 360(1):207–216CrossRef
Zurück zum Zitat Dirksen C (2000) Unsaturated hydraulic conductivity. Soil Analysis, Physical Methods, 2nd edn. Marcel Dekker Inc., New York, pp 183–237 (Revised and expanded) Dirksen C (2000) Unsaturated hydraulic conductivity. Soil Analysis, Physical Methods, 2nd edn. Marcel Dekker Inc., New York, pp 183–237 (Revised and expanded)
Zurück zum Zitat Duncan J, Biggs EM (2012) Assessing the accuracy and applied use of satellite-derived precipitation estimates over Nepal. Appl Geogr 34:626–638CrossRef Duncan J, Biggs EM (2012) Assessing the accuracy and applied use of satellite-derived precipitation estimates over Nepal. Appl Geogr 34:626–638CrossRef
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 Gao H, Wood E, Jackson T, Drusch M, Bindlish R (2006) Using TRMM/TMI to retrieve surface soil moisture over the southern United States from 1998 to 2002. J Hydrometeorol 7(1):23–38CrossRef Gao H, Wood E, Jackson T, Drusch M, Bindlish R (2006) Using TRMM/TMI to retrieve surface soil moisture over the southern United States from 1998 to 2002. J Hydrometeorol 7(1):23–38CrossRef
Zurück zum Zitat Gupta M (2012) A study on pesticide mobility and persistence for geo-environmental pollution. PhD Thesis, Indian Institute of Technology (IIT), Delhi Gupta M (2012) A study on pesticide mobility and persistence for geo-environmental pollution. PhD Thesis, Indian Institute of Technology (IIT), Delhi
Zurück zum Zitat Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the hilly terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the hilly terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef
Zurück zum Zitat Gupta M, Srivastava PK (2012) Evaluation of TRMM rainfall for soil moisture prediction in a sub tropical climate. Prediction in Ungauged basin (PUBS) symposium co-organized by Delft University of Technology, Delft, Netherlands and IAHS, 22–25 October 2012 Gupta M, Srivastava PK (2012) Evaluation of TRMM rainfall for soil moisture prediction in a sub tropical climate. Prediction in Ungauged basin (PUBS) symposium co-organized by Delft University of Technology, Delft, Netherlands and IAHS, 22–25 October 2012
Zurück zum Zitat Gupta M, Garg N, Joshi H, Sharma M (2012a) Persistence and mobility of 2, 4-D in unsaturated soil zone under winter wheat crop in sub-tropical region of India. Agric Ecosyst Environ 146(1):60–72CrossRef Gupta M, Garg N, Joshi H, Sharma M (2012a) Persistence and mobility of 2, 4-D in unsaturated soil zone under winter wheat crop in sub-tropical region of India. Agric Ecosyst Environ 146(1):60–72CrossRef
Zurück zum Zitat Gupta M, Srivastava PK, Islam T (2012b) Assessment of TRMM rainfall for vertical soil moisture prediction: Implication through HYDRUS 1D. In: The 4th TRMM and GPM International Science Conference Tokyo, Japan Gupta M, Srivastava PK, Islam T (2012b) Assessment of TRMM rainfall for vertical soil moisture prediction: Implication through HYDRUS 1D. In: The 4th TRMM and GPM International Science Conference Tokyo, Japan
Zurück zum Zitat Hong Y, Adler RF, Huffman GJ, Pierce H (2010) Applications of TRMM-based multi-satellite precipitation estimation for global runoff prediction: Prototyping a global flood modeling system. In: Satellite Rainfall Applications for Surface Hydrology. Springer, Berlin, pp 245–265 Hong Y, Adler RF, Huffman GJ, Pierce H (2010) Applications of TRMM-based multi-satellite precipitation estimation for global runoff prediction: Prototyping a global flood modeling system. In: Satellite Rainfall Applications for Surface Hydrology. Springer, Berlin, pp 245–265
Zurück zum Zitat Hou AY, Skofronick-Jackson G, Kummerow CD, Shepherd JM (2008) 6 Global precipitation measurement. In: Precipitation: advances in measurement, estimation and prediction, p 131 Hou AY, Skofronick-Jackson G, Kummerow CD, Shepherd JM (2008) 6 Global precipitation measurement. In: Precipitation: advances in measurement, estimation and prediction, p 131
Zurück zum Zitat Huffman GJ, Bolvin DT, Nelkin EJ, Wolff DB, Adler RF, Gu G, Hong Y, Bowman KP, Stocker EF (2007) The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55CrossRef Huffman GJ, Bolvin DT, Nelkin EJ, Wolff DB, Adler RF, Gu G, Hong Y, Bowman KP, Stocker EF (2007) The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55CrossRef
Zurück zum Zitat Huffman GJ, Adler RF, Bolvin DT, Nelkin EJ, Hossain F, Gebremichael M (2010) The TRMM multi-satellite precipitation analysis (TMPA). In: Satellite rainfall applications for surface hydrology, pp 3–22 Huffman GJ, Adler RF, Bolvin DT, Nelkin EJ, Hossain F, Gebremichael M (2010) The TRMM multi-satellite precipitation analysis (TMPA). In: Satellite rainfall applications for surface hydrology, pp 3–22
Zurück zum Zitat Ishak AM, Bray M, Remesan R, Han D (2011) Seasonal evaluation of rainfall estimation by four cumulus parameterization schemes and their sensitivity analysis. Hydrol Process 26(7):1062–1078CrossRef Ishak AM, Bray M, Remesan R, Han D (2011) Seasonal evaluation of rainfall estimation by four cumulus parameterization schemes and their sensitivity analysis. Hydrol Process 26(7):1062–1078CrossRef
Zurück zum Zitat Ishak AM, Remesan R, Srivastava PK, Islam T, Han D (2013) Error correction modelling of wind speed through hydro-meteorological parameters and mesoscale model: a hybrid approach. Water Resour Manag 27(1):1–23CrossRef Ishak AM, Remesan R, Srivastava PK, Islam T, Han D (2013) Error correction modelling of wind speed through hydro-meteorological parameters and mesoscale model: a hybrid approach. Water Resour Manag 27(1):1–23CrossRef
Zurück zum Zitat Islam T, Rico-Ramirez MA, Han D, Srivastava PK (2012a) A Joss–Waldvogel disdrometer derived rainfall estimation study by collocated tipping bucket and rapid response rain gauges. Atmos Sci Lett 13(2):139–150. doi:10.1002/asl.376 CrossRef Islam T, Rico-Ramirez MA, Han D, Srivastava PK (2012a) A Joss–Waldvogel disdrometer derived rainfall estimation study by collocated tipping bucket and rapid response rain gauges. Atmos Sci Lett 13(2):139–150. doi:10.​1002/​asl.​376 CrossRef
Zurück zum Zitat Islam T, Rico-Ramirez MA, Han D, Srivastava PK, Ishak AM (2012c) Performance evaluation of the TRMM precipitation estimation using ground-based radars from the GPM validation network. J Atmos Solar Terr Phys 77:194–208CrossRef Islam T, Rico-Ramirez MA, Han D, Srivastava PK, Ishak AM (2012c) Performance evaluation of the TRMM precipitation estimation using ground-based radars from the GPM validation network. J Atmos Solar Terr Phys 77:194–208CrossRef
Zurück zum Zitat Kerr YH, Waldteufel P, Wigneron J-P, Martinuzzi J, Font J, Berger M (2001) Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission. IEEE Trans Geosc Remote Sens 39(8):1729–1735CrossRef Kerr YH, Waldteufel P, Wigneron J-P, Martinuzzi J, Font J, Berger M (2001) Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission. IEEE Trans Geosc Remote Sens 39(8):1729–1735CrossRef
Zurück zum Zitat Klute A (1986a) Methods of soil analysis. Part 1. Physical and mineralogical methods. vol 2. American Society of Agronomy, Inc., USA Klute A (1986a) Methods of soil analysis. Part 1. Physical and mineralogical methods. vol 2. American Society of Agronomy, Inc., USA
Zurück zum Zitat Klute A (1986b) Water retention: laboratory methods, methods of soil analysis. Part 1. Physical and mineralogical methods. Agronomy (USA):635–662 Klute A (1986b) Water retention: laboratory methods, methods of soil analysis. Part 1. Physical and mineralogical methods. Agronomy (USA):635–662
Zurück zum Zitat Kumar R, Das I, Mittal A, Gairola R, Pokhrel S, Agarwal VK (2005) Precipitation estimation from radar and radiometric observations from TRMM data using artificial neural networks. In: Proceedings of XXVIIIth general assembly of URSI-2005, pp 23–29 Kumar R, Das I, Mittal A, Gairola R, Pokhrel S, Agarwal VK (2005) Precipitation estimation from radar and radiometric observations from TRMM data using artificial neural networks. In: Proceedings of XXVIIIth general assembly of URSI-2005, pp 23–29
Zurück zum Zitat Kumar P, Sharma LK, Pandey PC, Sinha S, Nathawat MS (2012) Geospatial strategy for tropical forest-wildlife reserve biomass estimation Kumar P, Sharma LK, Pandey PC, Sinha S, Nathawat MS (2012) Geospatial strategy for tropical forest-wildlife reserve biomass estimation
Zurück zum Zitat Lorenz EN Predictability (1996) A problem partly solved. In: Proceedings of the Seminar on Predictability Lorenz EN Predictability (1996) A problem partly solved. In: Proceedings of the Seminar on Predictability
Zurück zum Zitat Michaelides S, Levizzani V, Anagnostou E, Bauer P, Kasparis T, Lane J (2009) Precipitation: measurement, remote sensing, climatology and modeling. Atmos Res 94(4):512–533CrossRef Michaelides S, Levizzani V, Anagnostou E, Bauer P, Kasparis T, Lane J (2009) Precipitation: measurement, remote sensing, climatology and modeling. Atmos Res 94(4):512–533CrossRef
Zurück zum Zitat Monteith J (1965) Evaporation and environment. pp 205–234 Monteith J (1965) Evaporation and environment. pp 205–234
Zurück zum Zitat Mualem Y (1976) New model for predicting hydraulic conductivity of unsaturated porous-media. Water Resour Res 12(3):513–522CrossRef Mualem Y (1976) New model for predicting hydraulic conductivity of unsaturated porous-media. Water Resour Res 12(3):513–522CrossRef
Zurück zum Zitat Nair S, SRINIVASAN G, NEMANI R (2009) Evaluation of multi-satellite TRMM derived rainfall estimates over a western state of India. J Meteorol Soc Japan Ser II 87(6):927–939CrossRef Nair S, SRINIVASAN G, NEMANI R (2009) Evaluation of multi-satellite TRMM derived rainfall estimates over a western state of India. J Meteorol Soc Japan Ser II 87(6):927–939CrossRef
Zurück zum Zitat Nash JE, Sutcliffe J (1970) River flow forecasting through conceptual models part I—A discussion of principles. J Hydrol 10(3):282–290CrossRef Nash JE, Sutcliffe J (1970) River flow forecasting through conceptual models part I—A discussion of principles. J Hydrol 10(3):282–290CrossRef
Zurück zum Zitat Nicholson S (2005) On the question of the “recovery” of the rains in the West African Sahel. J Arid Environ 63(3):615–641CrossRef Nicholson S (2005) On the question of the “recovery” of the rains in the West African Sahel. J Arid Environ 63(3):615–641CrossRef
Zurück zum Zitat Pal JS, Eltahir EAB (2001) Pathways relating soil moisture conditions to future summer rainfall within a model of the land-atmosphere system. J Clim 14(6):1227–1242CrossRef Pal JS, Eltahir EAB (2001) Pathways relating soil moisture conditions to future summer rainfall within a model of the land-atmosphere system. J Clim 14(6):1227–1242CrossRef
Zurück zum Zitat Patel D, Srivastava P (2013) Flood Hazards Mitigation analysis using remote sensing and GIS: correspondence with town planning scheme. Water Resour Manag 75:1–16. doi:10.1007/s11269-013-0291-6 Patel D, Srivastava P (2013) Flood Hazards Mitigation analysis using remote sensing and GIS: correspondence with town planning scheme. Water Resour Manag 75:1–16. doi:10.​1007/​s11269-013-0291-6
Zurück zum Zitat Patel D, Gajjar C, Srivastava P (2013) Prioritization of Malesari mini-watersheds through morphometric analysis: a remote sensing and GIS perspective. Environ Earth Sci 69(8):2643–2656CrossRef Patel D, Gajjar C, Srivastava P (2013) Prioritization of Malesari mini-watersheds through morphometric analysis: a remote sensing and GIS perspective. Environ Earth Sci 69(8):2643–2656CrossRef
Zurück zum Zitat Penman H (1956) Estimating evaporation. Trans Am Geophys Union 37(1):43–50CrossRef Penman H (1956) Estimating evaporation. Trans Am Geophys Union 37(1):43–50CrossRef
Zurück zum Zitat Pinori S, Crapolicchio R, Mecklenburg S (2008) Preparing the ESA-SMOS (soil moisture and ocean salinity) mission-overview of the user data products and data distribution strategy. In: Microwave Radiometry and Remote Sensing of the Environment, 2008 (MICRORAD 2008). IEEE, pp 1–4 Pinori S, Crapolicchio R, Mecklenburg S (2008) Preparing the ESA-SMOS (soil moisture and ocean salinity) mission-overview of the user data products and data distribution strategy. In: Microwave Radiometry and Remote Sensing of the Environment, 2008 (MICRORAD 2008). IEEE, pp 1–4
Zurück zum Zitat Shi X, Wen J, Wang L, Zhang T, Tian H, Wang X, Liu R, Zhang J (2010) Regional soil moisture retrievals and simulations from assimilation of satellite microwave brightness temperature observations. Environ Earth Sci 61(6):1289–1299CrossRef Shi X, Wen J, Wang L, Zhang T, Tian H, Wang X, Liu R, Zhang J (2010) Regional soil moisture retrievals and simulations from assimilation of satellite microwave brightness temperature observations. Environ Earth Sci 61(6):1289–1299CrossRef
Zurück zum Zitat Šimůnek J, van Genuchten MT (2008) Modeling nonequilibrium flow and transport processes using HYDRUS. Vadose Zone J 7(2):782CrossRef Šimůnek J, van Genuchten MT (2008) Modeling nonequilibrium flow and transport processes using HYDRUS. Vadose Zone J 7(2):782CrossRef
Zurück zum Zitat Šimůnek J, Sejna M, Van Genuchten MT (2005a) The HYDRUS-1D software package for simulating the one-dimensional movement of water, heat, and multiple solutes in variably-saturated media. University of California, Riverside, Research reports 240 Šimůnek J, Sejna M, Van Genuchten MT (2005a) The HYDRUS-1D software package for simulating the one-dimensional movement of water, heat, and multiple solutes in variably-saturated media. University of California, Riverside, Research reports 240
Zurück zum Zitat Šimůnek J, Van Genuchten MT, Sejna M (2005b) The HYDRUS-1D software package for simulating the one-dimensional movement of water, heat, and multiple solutes in variably-saturated media. University of California, Riverside, Research reports 240 Šimůnek J, Van Genuchten MT, Sejna M (2005b) The HYDRUS-1D software package for simulating the one-dimensional movement of water, heat, and multiple solutes in variably-saturated media. University of California, Riverside, Research reports 240
Zurück zum Zitat Šimůnek J, Jacques D, Van Genuchten MT, Mallants D (2006) Multicomponent geochemical transport modeling using HYDRUS-1D and HP1. J Am Water Resour Assoc 42:1537–1547CrossRef Šimůnek J, Jacques D, Van Genuchten MT, Mallants D (2006) Multicomponent geochemical transport modeling using HYDRUS-1D and HP1. J Am Water Resour Assoc 42:1537–1547CrossRef
Zurück zum Zitat Sivapalan M (2006) Predictions in ungauged basins: promise and progress, vol 303. IAHS Press, Oxfordshire Sivapalan M (2006) Predictions in ungauged basins: promise and progress, vol 303. IAHS Press, Oxfordshire
Zurück zum Zitat Sivapalan M, Takeuchi K, Franks S, Gupta V, Karambiri H, Lakshmi V, Liang X, McDonnell J, Mendiondo E, O’connell P (2003) IAHS Decade on Predictions in Ungauged Basins (PUB), 2003–2012: shaping an exciting future for the hydrological sciences. Hydrol Sci J 48(6):857–880CrossRef Sivapalan M, Takeuchi K, Franks S, Gupta V, Karambiri H, Lakshmi V, Liang X, McDonnell J, Mendiondo E, O’connell P (2003) IAHS Decade on Predictions in Ungauged Basins (PUB), 2003–2012: shaping an exciting future for the hydrological sciences. Hydrol Sci J 48(6):857–880CrossRef
Zurück zum Zitat Srivastava PK, Han D, Rico-Ramirez MA (2012a) Assessment of SMOS satellite derived soil moisture for soil moisture deficit estimation. Prediction in Ungauged basin (PUBS) symposium, Delft University of Technology, Delft, Netherlands and IAHS, 22–25 October 2012 Srivastava PK, Han D, Rico-Ramirez MA (2012a) Assessment of SMOS satellite derived soil moisture for soil moisture deficit estimation. Prediction in Ungauged basin (PUBS) symposium, Delft University of Technology, Delft, Netherlands and IAHS, 22–25 October 2012
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):3127–3144. doi:10.1007/s11269-013-0337-9 CrossRef 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):3127–3144. doi:10.​1007/​s11269-013-0337-9 CrossRef
Zurück zum Zitat Srivastava PK, Han D, Rico Ramirez M, Islam T (2013b) Sensitivity and Uncertainty analysis of Mesoscale model downscaled hydro-meteorological variables for discharge prediction. Hydrol Process. doi:10.1002/hyp.9946 Srivastava PK, Han D, Rico Ramirez M, Islam T (2013b) Sensitivity and Uncertainty analysis of Mesoscale model downscaled hydro-meteorological variables for discharge prediction. Hydrol Process. doi:10.​1002/​hyp.​9946
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. doi:101016/jjhydrol201306021 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. doi:101016/​jjhydrol20130602​1
Zurück zum Zitat Srivastava PK, Han D, Rico Ramirez MA, Islam T (2013d) Comparative assessment of evapotranspiration derived from NCEP and ECMWF global datasets through Weather Research and Forecasting model. Atmos Sci Lett 14(2):118–125. doi:10.1002/asl2.427 CrossRef Srivastava PK, Han D, Rico Ramirez MA, Islam T (2013d) Comparative assessment of evapotranspiration derived from NCEP and ECMWF global datasets through Weather Research and Forecasting model. Atmos Sci Lett 14(2):118–125. doi:10.​1002/​asl2.​427 CrossRef
Zurück zum Zitat van Genuchten MT (1980) A closed-form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Sci Soc Am J 44(5):892–898CrossRef van Genuchten MT (1980) A closed-form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Sci Soc Am J 44(5):892–898CrossRef
Zurück zum Zitat Vignolles C, Lacaux JP, Tourre YM, Bigeard G, Ndione JA, Lafaye M (2009) Rift valley fever in a zone potentially occupied by Aedes vexans in Senegal: dynamics and risk mapping. Geosp Health 3(2):211–220 Vignolles C, Lacaux JP, Tourre YM, Bigeard G, Ndione JA, Lafaye M (2009) Rift valley fever in a zone potentially occupied by Aedes vexans in Senegal: dynamics and risk mapping. Geosp Health 3(2):211–220
Zurück zum Zitat Wagner W, Scipal K, Pathe C, Gerten D, Lucht W, Rudolf B (2003) Evaluation of the agreement between the first global remotely sensed soil moisture data with model and precipitation data. J Geophys Res 108(D19):4611CrossRef Wagner W, Scipal K, Pathe C, Gerten D, Lucht W, Rudolf B (2003) Evaluation of the agreement between the first global remotely sensed soil moisture data with model and precipitation data. J Geophys Res 108(D19):4611CrossRef
Zurück zum Zitat Zamora RJ, Ralph FM, Clark E, Schneider T (2011) The NOAA hydrometeorology Testbed soil moisture observing networks: design, instrumentation, and preliminary results. J Atmos Oceanic Technol 28(9):1129–1140CrossRef Zamora RJ, Ralph FM, Clark E, Schneider T (2011) The NOAA hydrometeorology Testbed soil moisture observing networks: design, instrumentation, and preliminary results. J Atmos Oceanic Technol 28(9):1129–1140CrossRef
Metadaten
Titel
Evaluation of TRMM rainfall for soil moisture prediction in a subtropical climate
verfasst von
Manika Gupta
Prashant K. Srivastava
Tanvir Islam
Asnor Muizan Bin Ishak
Publikationsdatum
01.05.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 10/2014
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-013-2837-6

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