Rainfall estimation from in situ soil moisture observations at several sites in Europe: an evaluation of the SM2RAIN algorithm
References
- Borga, M., 2002. Accuracy of radar rainfall estimates for streamflow simulation. J. Hydrol., 267, 1, 26-39.
- Brocca, L., Hasenauer, S., Lacava, T., Melone, F., Moramarco, T., Wagner, W., Dorigo, W., Matgen, P., Martínez- Fernández, J., Llorens, P., Latron, J., Martin, C., Bittelli, M., 2011. Soil moisture estimation through ASCAT and AMSRE sensors: an intercomparison and validation study across Europe. Remote Sens. Environ., 115, 3390-3408.
- Brocca, L., Ponziani, F., Moramarco, T., Melone, F., Berni, N., Wagner, W., 2012. Improving landslide forecasting using ASCAT-derived soil moisture data: A case study of the Torgiovannetto landslide in central Italy. Remote Sensing, 4, 5, 1232-1244.
- Brocca, L., Melone, F., Moramarco, T., Wagner, W., 2013. A new method for rainfall estimation through soil moisture observations. Geophys. Res. Lett., 40, 5, 853-858.
- Brocca, L., Ciabatta, L., Massari, C., Moramarco, T., Hahn, S., Hasenauer, S., Kidd, R., Dorigo, W., Wagner, W., Levizzani, V., 2014a. Soil as a natural rain gauge: estimating global rainfall from satellite soil moisture data. J. Geophys. Res. Atmos., 119, 9, 5128-5141.
- Brocca, L., Camici, S., Melone, F., Moramarco, T., Martinez- Fernandez, J., Didon-Lescot, J.-F., Morbidelli, R., 2014b. Improving the representation of soil moisture by using a semi-analytical infiltration model. Hydrol. Process., 28, 4, 2103-2115.
- Brocca, L., Ciabatta, L., Massari, C., Moramarco, T., Hahn, S., Hasenauer, S., Kidd, R., Dorigo, W., Wagner, W., Levizzani, V., 2014c. Estimating rainfall from global satellite soil moisture data: recent improvements and applications. Poster presented at “Satellite soil moisture validation & application workshop”, Amsterdam, the Netherlands, 10-11 July 2014.
- Ciabatta, L., Brocca, L., Moramarco, T., Wagner, W., 2015. Comparison of different satellite rainfall products over the Italian territory. Engineering Geology for Society and Territory, 3, 623-626.
- Chen, F., Crow, W.T., Holmes, T.H., 2012. Improving longterm, retrospective precipitation datasets using satellite-based surface soil moisture retrievals and the soil moisture analysis rainfall tool. J. Appl. Remote Sens., 6, 1, 063604.
- Chen, F., Crow, W.T., Ryu, D., 2014. Dual Forcing and State Correction via Soil Moisture Assimilation for Improved Rainfall-Runoff Modeling. J. Hydrometeor., 15, 1832-1848.
- Corradini, C., Melone, F., Smith, R.E., 1997. A unified model for infiltration and redistribution during complex rainfall patterns. J. Hydrol., 192, 104-124.
- Crow, W.T., Huffman, G.F., Bindlish, R., Jackson, T.J., 2009. Improving satellite rainfall accumulation estimates using spaceborne soil moisture retrievals. J. Hydrometeorol., 10, 199-212.
- Crow, W.T., van Den Berg, M.J., Huffman, G.F., Pellarin, T., 2011. Correcting rainfall using satellite-based surface soil moisture retrievals: The Soil Moisture Analysis Rainfall Tool (SMART). Water Resour. Res., 47, W08521.
- Doorenbos, J, Pruitt, W.O., 1977. Background and Development of Methods to Predict Reference Crop Evapotranspiration (ETo). Appendix II in FAO-ID-24, 108-119.
- Dorigo, W.A., Wagner, W., Hohensinn, R., Hahn, S., Paulik, C., Drusch, M., Mecklenburg, S., Van Oevelen, P., Robock, A., and Jackson, T., 2011. The International Soil Moisture Network: a data hosting facility for global in situ soil moisture measurements, Hydrol. Earth Syst. Sci., 15, 1675-1698.
- Draper, C., Reichle, R., de Jeu, R., Naeimi, V., Parinussa, R., Wagner, W., 2013. Estimating root mean square errors in remotely sensed soil moisture over continental scale domains. Remote Sens. Environ., 137, 288-298.
- Ebert, E.E., Janowiak, J., Kidd, C., 2007. Comparison of near real time precipitation estimates from satellite observations and numerical models. Bull. Am. Meteorol. Soc., 88, 47-64.
- Famiglietti, J.S., Wood, E.F., 1994. Multiscale modeling of spatially variable water and energy balance processes. Water Resour. Res., 11, 3061-3078.
- Georgakakos KP, Baumer OW., 1996. Measurement and utilization of on-site soil moisture data. J. Hydrol., 184, 131-152.
- Herrnegger, M., Nachtnebel, H.P., Schulz, K., 2014. From runoff to rainfall: inverse rainfall-runoff modelling in a high temporal resolution. Hydrol. Earth Syst. Sci. Discuss., 11, 13259-13309.
- Hong, Y., Adler, R.F., Huffman, G.J., 2007. An experimental global prediction system for rainfall triggered landslides using satellite remote sensing and geospatial datasets. IEEE Trans. Geosci. Remote Sens., 45, 1671-1680.
- Hou, A.Y., Kakar, R.K., Neeck, S., Azarbarzin, A.A., Kummerow, C.D., Kojima, M., Oki, R., Nakamura, K., Iguchi, T., 2014. The Global Precipitation Measurement (GPM) mission. Bull. Amer. Meteor. Soc., 95, 701-722.
- Kidd, C., Huffman, G., Kirschbaum, D., Skofronick-Jackson, G., Joe, P., Muller, C., 2014. So, how much of the Earth’s surface is covered by rain gauges? Geophysical Research Abstracts, 16, EGU2014-10300.
- Kirchner, J.W., 2009. Catchments as simple dynamical systems: catchment characterization, rainfall-runoff modeling, and doing hydrology backward. Water Resour. Res., 45, W02429.
- Krier, R., Matgen, P., Görgen, K., Pfister, L., Hoffmann, L., et al., 2012. Inferring catchment precipitation by doing hydrology backwards: a test in 24 small and mesoscale catchments in Luxembourg. Water Resour. Res., 48, W10525.
- Kucera, P.A., Ebert, E.E, Turk, F.J., Levizzani, V., Kirschbaum, D., Tapiador, F.J., Loew, A., Borsche, M., 2013. Precipitation from space: Advancing earth system science. Bull. Amer. Meteor. Soc., 94, 365-375.
- Martinez-Fernandez, J., Ceballos, A., 2005. Mean soil moisture estimation using temporal stability analysis. J. Hydrol., 312, 1-4, 28-38.
- Massari, C., Brocca, L., Moramarco, T., Tramblay, Y., Didon Lescot, J.-F., 2014. Potential of soil moisture observations in flood modelling: estimating initial conditions and correcting rainfall. Advances in Water Resources, 74, 44-53.
- Matgen, P., Heitz, S., Hasenauer, S., Hissler, C., Brocca, L., Hoffmann, L., Wagner, W., Savenije, H.H.G., 2012. On the potential of METOP ASCAT-derived soil wetness indices as a new aperture for hydrological monitoring and prediction: a field evaluation over Luxembourg. Hydrol. Process., 26, 2346-2359.
- Melone, F., Corradini, C., Morbidelli, R., Saltalippi, C., Flammini, A., 2008. Comparison of theoretical and experimental soil moisture profiles under complex rainfall patterns. Journal of Hydrologic Engineering, 13, 1170-1176.
- Morbidelli, R., Corradini, C., Saltalippi, C., Flammini, A., Rossi, E., 2011. Infiltration-soil moisture redistribution under natural conditions: experimental evidence as a guideline for realizing simulation models. Hydrol. Earth Syst. Sci., 15, 2937-2945.
- Pellarin, T., Louvet, S., Gruhier, C., Quantin, G., Legout, C., 2013. A simple and effective method for correcting soil moisture and precipitation estimates using AMSR-E measurements. Remote Sens. Environ., 136, 28-36.
- Penna, D., van Meerveld, I., Oliviero, O., Zuecco, G., Assendelft, R.S., Dalla Fontana, G., Borga, M., 2014. Seasonal changes in run-off generation in a small forested mountain catchment. Hydrol. Process., doi: 10.1002/hyp.10347. (In press.)
- Ramarohetra, J., Sultan, B., Baron, C., Gaiser, T., Gosset, M., 2013. How satellite rainfall estimate errors may impact rainfed cereal yield simulation in West Africa. Agricultural and Forest Meteorology, 180, 118-131.
- Tian, Y., Liu, Y., Arsenault, K.R., Behrangi, A., 2014. A new approach to satellite-based estimation of precipitation over snow cover. International Journal of Remote Sensing, 35, 13, 4940-4951.
- Tramblay, Y., Bouvier, C., Martin, C., Didon-Lescot, J.F., Todorovik, D., Domergue, J.M., 2010. Assessment of initial soil moisture conditions for event-based rainfallrunoff modelling. J. Hydrol., 387, 3-4, 176-187.
- Tuttle, S.E., Salvucci, G.D., 2014. A new approach for validating satellite estimates of soil moisture using largescale precipitation: Comparing AMSR-E products. Remote Sens. Environ., 142, 207-222.
- Villarini, G., Krajewski, W.F., 2010. Sensitivity studies of the models of radar-rainfall uncertainties. J. Appl. Meteor. Climatol., 49, 288-309.
- Wake, B., 2013. Flooding costs. Nature Climate Change, 3, 778.
- Zreda, M., Shuttleworth, W.J., Zeng, X., Zweck, C., Desilets, D., Franz, T., Rosolem, R., 2012. COSMOS: The COsmicray Soil Moisture Observing System. Hydrol. Earth Syst. Sci., 16, 4079-4099.
DOI: https://doi.org/10.1515/johh-2015-0016 | Journal eISSN: 1338-4333 (formerly 0042-790X) | Journal ISSN: 0042-790X
Language: English
Page range: 201 - 209
Submitted on: Nov 8, 2014
Accepted on: Jan 13, 2015
Published on: Jun 25, 2015
Published by: Slovak Academy of Sciences, Institute of Hydrology
In partnership with: Paradigm Publishing Services
Keywords:
Related subjects:
© 2015 Luca Brocca, Christian Massari, Luca Ciabatta, Tommaso Moramarco, Daniele Penna, Giulia Zuecco, Luisa Pianezzola, Marco Borga, Patrick Matgen, José Martínez-Fernández, published by Slovak Academy of Sciences, Institute of Hydrology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.