Among the different available wind sources, i.e. in situ measurements, numeric weather models, the retrieval of wind speed from Synthetic Aperture Radar (SAR) data is one of the most widely used methods, since it can give high wind resolution cells. For this purpose, one can find two principal approaches: via electromagnetic (EM) models and empirical (EP) models. In both approaches, the Geophysical Model Functions (GMFs) are used to describe the relation of radar scattering, wind speed, and the geometry of observations. By knowing radar scattering and geometric parameters, it is possible to invert the GMFs to retrieve wind speed. It is very interesting to compare wind speed estimated by the EM models, general descriptions of radar scattering from sea surface, to the one estimated by the EP models, specific descriptions for the inverse problem. Based on the comparisons, some ideas are proposed to improve the performance of the EM models for wind speed retrieval.
Ghanmi, H., Khenchaf, A. and Comblet, F. (2014) Numerical Modeling of Electromagnetic Scattering from Sea Surface Covered by Oil. Journal of Electromagnetic Analysis & Applications, 6, 15-24. http://dx.doi.org/10.4236/jemaa.2014.61003
Pino, M.R., Landesa, L., Rodriguez, J.L., Obelleiro, F. and Burkholder, R.J. (1999) The Generalized Forward-Backward Method for Analyzing the Scattering from Targets on Ocean-Like Rough Surfaces. IEEE Transactions on Antennas and Propagation, 47, 961-969.
Shimada, T., Kawamura, H. and Shimada, M. (2003) An L-Band Geophysical Model Function for SAR Wind Retrieval Using JERS-1 SAR. IEEE Transactions on Geoscience and Remote Sensing, 41, 518-531.
Lehner, S., Schulz-Stellenfleth, J., Schättler, B., Breit, H. and Horstmann, J. (2000) Wind and Wave Measurements Using Complex ERS-2 SAR Wave Mode Data. IEEE Transactions on Geoscience and Remote Sensing, 38, 2246-2257.
Carvajal, G.K., Eriksson, L.E.B. and Ulander L.M.H. (2014) Retrieval and Quality Assessment of Wind Velocity Vectors on the Ocean with C-Band SAR. IEEE Transactions on Geoscience and Remote Sensing, 52, 2519-2537.
Horstmann, J., Koch, W., Lehner, S. and Tonboe, R. (2000) Wind Retrieval over the Ocean Using Synthetic Aperture Radar with C-Band HH Polarization. IEEE Transactions on Geoscience and Remote Sensing, 38, 2122-2131.
Li, X.-M. and Lehner, S. (2014) Algorithm for Sea Surface Wind Retrieval From TerraSAR-X and TanDEM-X Data. IEEE Transactions on Geoscience and Remote Sensing, 52, 2928-2939.
Montuori, A., de Ruggiero, P., Migliaccio, M., Pierini, S. and Spezie, G. (2013) X-Band COSMO-SkyMed wind Field Retrieval, with Application to Coastal Circulation Modeling. Ocean Science, 9, 121-132. http://dx.doi.org/10.5194/os-9-121-2013
Stoffelen, A. and Anderson, D. (1997) Scatterometer Data Interpretation: Estimation and Validation of the Transfer Function CMOD4. Journal of Geophysical Research, 102, 5767-5780. http://dx.doi.org/10.1029/96JC02860
Quilfen, Y., Chapron, B., Elfouhaily, T., Katsaros, K. and Tournadre, J. (1998) Observation of Tropical Cyclones by High-Resolutions Scatterometry. Journal of Geophysical Research, 103, 7767-7786. http://dx.doi.org/10.1029/97JC01911
Hersbach, H., Stoffelen, A. and de Haan, S. (2007) An Improved C-Band Scatterometer Ocean Geophysical Model Function: CMOD5. Journal of Geophysical Research, 112, C03006. http://dx.doi.org/10.1029/2006JC003743
Verspeek, J., Stoffelen, A., Portabella, M., Bonekamp, H., Anderson, C. and Saldaña, J.F. (2010) Validation and Calibration of ASCAT Using CMOD5.n. IEEE Transactions on Geoscience and Remote Sensing, 48, 386-395.
Thompson, D.R., Elfouhaily, T.M. and Chapron, B. (1998) Polarization Ratio for Microwave Backscattering from the Ocean Surface at Low to Moderate Incidence Angles. Geoscience and Remote Sensing Symposium Proceedings (IGARSS’98), Seattle, 6-10 July 1998, 1671-1673. http://dx.doi.org/10.1109/igarss.1998.692411
Horstmann, J., Koch, W., Lehner, S. and Tonboe, R. (2002) Ocean Winds from RADARSAT-1 ScanSAR. Canadian Journal of Remote Sensing, 28, 524-533. http://dx.doi.org/10.5589/m02-043
Vachon, P.W. and Dobson, F.W. (2000) Wind Retrieval from RADARSAT SAR Images: Selection of a Suitable C-Band Polarization Wind Retrieval Model. Canadian Journal of Remote Sensing, 26, 306-313. http://dx.doi.org/10.1080/07038992.2000.10874781
Mouche, A.A., Hauser, D. and Kudryavtsev, V. (2006) Radar Scattering of the Ocean Surface and Sea-Roughness Properties: A Combined Analysis from Dual-Polarizations Airborne Radar Observations and Models in C Band. Journal of Geophysical Research: Oceans, 111, C09039. http://dx.doi.org/10.1029/2005JC003166
Zhang, B.A., Perrie, W. and He, Y.J. (2011) Wind Speed Retrieval from RADARSAT-2 Quad-Polarization Images Using a New Polarization Ratio Model. Journal of Geophysical Research: Oceans, 116, C00D11.
Liu, G., Yang, X., Li, X., Zhang, B., Pichel, W., Li, Z. and Zhou, X. (2013) A Systematic Comparison of the Effect of Polarization Ratio Models on Sea Surface Wind Retrieval from C-Band Synthetic Aperture Radar. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 6, 1100-1108.
Ren, Y., Lehner, S., Brusch, S., Li, X.-M. and He, M. (2012) An Algorithm for the Retrieval of Sea Surface Wind Fields Using X-Band TerraSAR-X Data. International Journal of Remote Sensing, 33, 7310-7336. http://dx.doi.org/10.1080/01431161.2012.685977
Colliander, A. and Ylä-Oijala, P. (2007) Electromagnetic Scattering from Rough Surface Using Single Integral Equation and Adaptive Integral Method. IEEE Transactions on Antennas and Propagation, 55, 3639-3646.
Holliday, D., DeRaad, L.L. and St-Cyr, G.J. (1996) Forward-Backward: A New Method for Computing Low-Grazing Angle Scattering. IEEE Transactions on Antennas and Propagation, 44, 722-729.
Awada, A., Ayari, Y., Khenchaf, A. and Coatanhay, A. (2007) Bistatic Scattering from an Anisotropic Sea Surface: Numerical Comparison between the First-Order SSA and the TSM Models. Waves in Random and Complex Media, 16, 383-394. http://dx.doi.org/10.1080/17455030600844089
Khenchaf, A. (2001) Bistatic Scattering and Depolarization by Randomly Rough Surface: Application to Natural Rough Surface in X-Band. Waves in Random and Complex Media, 11, 61-89. http://dx.doi.org/10.1088/0959-7174/11/2/301
Fetterer, F., Gineris, D. and Wackerman, C.C. (1998) Validating a Scatterometer Wind Algorithm for ERS-1 SAR. IEEE Transactions on Geoscience and Remote Sensing, 36, 479-492.
Koch, W. (2004) Directional Analysis of SAR Images Aiming at Wind Direction. IEEE Transactions on Geoscience and Remote Sensing, 42, 702-710.
Wright, J.W. (1966) Backscattering from Capillary Waves with Application to Sea Clutter. IEEE Transactions on Antennas and Propagation, 14, 749-754.
Valenzuela, G.R. (1978) Theories for the Interaction of Electromagnetic and Oceanic Waves—A Review. Boundary-Layer Meteorology, 13, 61-85. http://dx.doi.org/10.1007/BF00913863
Plant, W.J. (1990) Bragg Scattering of Electromagnetic Waves from the Air/Sea Interface. In: Geernaert, G.L. and Plant, W.L., Eds., Environmental Fluid Mechanics. Vol. 8. Surface Waves and Fluxes, Kluwer Academic Publishers, Dordrecht, 41-108.
Klein, L.A. and Swift, C.T. (1977) An Improved Model for the Dielectric Constant of Sea Water at Microwave Frequencies. IEEE Journal of Oceanic Engineering, 2, 104-111. http://dx.doi.org/10.1109/JOE.1977.1145319
Stogryn, A. (1971) Equations for Calculating the Dielectric Constant of Saline Water. IEEE Transactions on Microwave Theory and Techniques, 19, 733-736.
Guillou, C., Ellison, W., Eymard, L., Lamkaouchi, K., Prigent, C., Delbos, G., Balana, G. and Boukabara, S.A. (1998) Impact of New Permittivity Measurements on Sea Surface Emissivity Modeling in Microwaves. Radio Science, 33, 649-667. http://dx.doi.org/10.1029/97RS02744
Meissner, T. and Wentz, F.J. (2004) The Complex Dielectric Constant of Pure and Sea Water from Microwave Satellite Observations. IEEE Transactions on Geoscience and Remote Sensing, 42, 1836-1849. http://dx.doi.org/10.1109/TGRS.2004.831888
Cox, C.S. and Munk, W.H. (1954) Statistics of the Sea Surface Derived from Sun Glitter. Journal of Marine Research, 13, 198-227.
Pierson, W. and Moskowitz, L. (1964) A Proposed Spectral form for Fully Developed Wind Sea Based on the Similarity Theory of S. A. Kitaigorodskii. Journal of Geophysical Research, 69, 5181-5190. http://dx.doi.org/10.1029/JZ069i024p05181
Bjerkaas, A.W. and Riedel, F.W. (1979) Proposed Model for the Elevation Spectrum of a Wind-Roughened Sea Surface. Technical Report APL-TG-1328-1-31, Applied Physics Laboratory, The Johns Hopkins University, Laurel, 31.
Donelan, M.A., Hamilton, J. and Hui, W.H. (1985) Directional Spectra of Wind Generated Waves. Philosophical Transactions of the Royal Society of London. Series A, 315, 509-562.
Apel, J.R. (1994) An Improved Model of the Ocean Surface Wave Vector Spectrum and Its Effects on Radar Backscatter. Journal of Geophysical Research, 99, 16269-16291. http://dx.doi.org/10.1029/94JC00846
Elfouhaily, T.M., Chapron, B., Katsaros, K. and Vandermark, D. (1997) A Unified Directional Wave Spectrum for Long and Short Wind-Driven Waves. Journal of Geophysical Research: Oceans, 102, 15781-15796. http://dx.doi.org/10.1029/97JC00467
Kudryavtsev, V.N., Hauser, D., Caudal, G. and Chapron, B. (2003) A Semi-Empirical Model of the Normalized Radar Cross-Section of the Sea Surface: 1. Background Model. Journal of Geophysical Research, 108.
Contreras, R.F. and Plant, W. (2006) Surface Effect of Rain on Microwave Backscatter from the Ocean: Measurements and Modeling. Journal of Geophysical Research: Oceans, 111, C08019.
Hwang, P. and Wang, D.W. (2004) An Empirical Investigation of Source Term Balance of Small Scale Surface Waves. Geophysical Research Letters, 31, L15301. http://dx.doi.org/10.1029/2004GL020080
Hwang, P. (2008) Observations of Swell Influence on Ocean Surface Roughness. Journal of Geophysical Research: Oceans, 113, C12024. http://dx.doi.org/10.1029/2008JC005075
Hwang, P. (2011) A Note on the Ocean Surface Roughness Spectrum. Journal of Atmospheric and Oceanic Technology, 28, 436-443. http://dx.doi.org/10.1175/2010JTECHO812.1
Ulaby, F.T., Moore, R.K. and Fung, A.K. (1986) Microwave Remote Sensing: Active and Passive. Vol. 2. Radar Remote Sensing and Surface Scattering and Emission Theory. Ch. 12, Artech House Publishers, Norwood, 962-966.
Smith, S. (1988) Coefficients for Sea Surface Wind Stress, Heat Flux, and Wind Profiles as a Function of Wind Speed and Temperature. Journal of Geophysical Research: Oceans, 93, 15467-15472.
Hsu, S.A., Meindl, E.A. and Gilhousen, D.B. (1994) Determining the Power-Law Wind-Profile Exponent under Near-Neutral Stability Conditions at Sea. Journal of Applied Meteorology, 33, 757-765. http://dx.doi.org/10.1175/1520-0450(1994)033 2.0.CO;2
Carvajal, G.K., Eriksson, L.E.B. and Ulander, L.M.H. (2014) Retrieval and Quality Assessment of Wind Velocity Vectors on the Ocean with C-Band SAR. IEEE Transactions on Geoscience and Remote Sensing, 52, 479-492.