Ocean surface wave measurements from fully polarimetric SAR imagery

Science China Earth Sciences - Tập 58 - Trang 1849-1861 - 2015
Tao Xie1, William Perrie2, YiJun He1, HaiYan Li3,4, He Fang1, ShangZhuo Zhao1, WenJin Yu1
1School of Marine Sciences, Nanjing University of Information Science and Technology, Nanjing, China
2Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Canada
3Key Laboratory of Computational Geodynamics, Chinese Academy of Sciences, Beijing, China
4College of Earth Sciences, University of Chinese Academy of Sciences, Beijing, China

Tóm tắt

A new method for the retrieval of ocean wave parameters from SAR imagery is developed, based on the shape-from-shading (SFS) technique. Previously, the SFS technique has been used in the reconstruction of 3D landform information from SAR images, in order to generate elevation maps of topography for land surfaces. Here, in order to retrieve ocean wave characteristics, we apply the SFS methodology, together with a method to orient the angular measurements of the azimuth slope and range slope, in the measurement of ocean surface waves. This method is applied to high resolution fine-quad polarization mode (HH, VV, VH and HV) C-band RADARSAT-2 SAR imagery, in order to retrieve ocean wave spectra and extract wave parameters. Collocated in situ buoy measurements are used to validate the reliability of this method. Results show that the method can reliably estimate wave height, dominant wave period, dominant wave length and dominant wave direction from C-band SAR images. The advantage of this method is that it does not depend on modulation transfer functions (MTFs), in order to measure ocean surface waves. This method can be used in monitoring ocean surface wave propagation through open water areas into ice-covered areas, especially the marginal ice zone (MIZ) in polar oceans.

Tài liệu tham khảo

Alpers W R, Rufenach C L. 1979. The effect of orbital motions on synthetic aperture radar imagery of ocean waves. IEEE Trans Antennas Propag, 27: 685–690 Alpers W R, Ross D B, Rufenach C L. 1981. On the detectability of ocean surface waves by real and synthetic aperture radar. J Geophys Res, 86: 6481–6498 Ballantine S. 1929. Reciprocity in electromagnetic, Mechanical, acoustical, and interconnected systems. Proc Ins Radio Eng, 6: 929–951 Chaturvedi S K, Shanmugan P, Yang C S, et al. 2013. Detection of ocean wave parameters using synthetic aperture radar (SAR) data. J Navigat, 66: 283–293 Chen X, Wang C, Zhang H. 2009. DEM generation combining SAR polarimetry and shape-from-shading techniques. IEEE Trans Geosci Remote Sens Lett, 6: 28–32 Chen Z, Qin Q, Lin L, et al. 2013. DEM densification using perspective shape from shading through multispectral imagery. IEEE Trans Geosci Remote Sens Lett, 10: 145–149 Cloude S R, Pottier E. 1996. A review of target decomposition theorems in radar polarimetry. IEEE Trans Geosci Remote Sens, 34: 498–518 Collard F, Ardhuin F, Chapron B, et al. 2005. Extraction of coastal ocean wave fields from SAR image. IEEE Trans Geosci Remote Sens, 30: 526–533 Dankert H, Rosenthal W. 2004. Ocean surface determination from X-band radar-image sequences. J Geophys Res, 109: C04016 Engen G, Vachon P W, Johnsen H, et al. 2000. Retrival of ocean wave spectra and RAR MTF’s from dual-polarization SAR data. IEEE Trans Geosci Remote Sens, 38: 391–403 Frankot R T, Chellappa R. 1990. Estimation of surface topography from SAR imagery using shape from shading techniques. Artific Intell, 43: 271–310 Hasselmann K, Hasselmann S. 1991. On the nonlinear mapping of an ocean wave spectrum into a synthetic aperture radar image spectrum and its inversion. J Geophys Res, 96: 10713–10729 Hasselmann S, Brüning C, Hasselmann K, et al. 1996. An improved algorithm for the retrieval of ocean wave spectra from synthetic aperture radar image spectrum. J Geophys Res, 101: 16615–16629 He Y J, Perrie W, Xie T, et al. 2004. Ocean wave spectra from a linear polarimetric SAR. IEEE Trans Geosci Remote Sens, 42: 2623–2631 He Y J, Shen H, Perrie W. 2006. Remote sensing of ocean waves by polarimetric SAR. J Atmos Ocean Technol, 23: 1768–1773 Lai D Y, Delisi D P. 2010. Spatial distribution of surface wave field in coastal regions using spaceborne synthetic aperture radar images. Int J Remote Sens, 31: 4915–4931 Lee J S, Jasen R W, Schuler D L, et al. 1998. Polarimetric analysis and modeling of multifrequency SAR signatures from Gulf Stream fronts. IEEE J Ocean Eng, 23: 322–333 Lee J S, Schuler D L, Ainsworth T L. 2000. Polarimetric SAR data compensation for terrain azimuth slope variation. IEEE Trans Geosci Remote Sens, 38: 2153–2163 Lee J S, Pottier E. 2009. Polarimetric radar imaging from basics to applications. NewYork: CRC Press. 339 Lehner S, Pleskachevsky A, Bruck M. 2012. High-resolution satellite measurements of coastal wind field and sea state. Int J Remote Sens, 33: 7337–7360 Lyzenga D R. 2002. Unconstrained inversion of wave height spectra from SAR images. IEEE Trans Geosci Remote Sens, 40: 261–270 Mastenbroek C, de Valk C F. 2000. A semiparametric algorithm to retrieve ocean wave spectra from synthetic aperture radar. J Geophys Res, 105: 3497–3516 Monaldo F M, Lyzenga D R. 1986. On the estimation of wave slope- and height-variance spectra from SAR imagery. IEEE Trans Geosci Remote Sens, 24: 543–551 Paquerault S, Maitre H, Nicolas J M. 1996. Radarclinometry for ERS-1 data mapping. Proceeding of IEEE International Symposium on Geoscience and Remote Sensing (IGARSS). 503–505 Pottier E. 1998. Unsupervised classification scheme and topography derivation of POLSAR data on the “H/A/α”polarimetric decomposition theorem. Proceeding of the 4th International workshop on radar polarimetry. 535–548 Ramachandran V S. 1988. Perception of shape from shading. Nature, 331: 163–166 Rufenach C L, Alpers W R. 1981. Imaging ocean waves by synthetic aperture radars with long integration times. IEEE Trans Antennas Propag, 29: 422–428 Schuler D L, Lee J S, Kasilingam D, et al. 2004. Measurement of ocean surface slopes and wave spectra using polarimetric SAR image data. Remote Sens Environ, 91: 198–211 Schulz-Stellenfleth J, Horstmann J, Lehner S, et al. 2001. Sea surface imaging with an across-track interferometric synthetic aperture radar: the SINEWAVE experiment. IEEE Trans Geosci Remote Sens, 39: 2017–2028 Schulz-Stellenfleth J, Lehner S, Hoja D. 2005. A parametric scheme for the retrieval of two-dimensional ocean wave spectra from synthetic aperture radar look cross spectra. J Geophys Res, 110: C05004 Schulz-Stellenfleth J, Konig T, Lehner S. 2007. An empirical approach for the retrieval of integral ocean wave parameters from synthetic aperture radar data. J Geophys Res, 112: C03019 Sevgi L. 2010. Reciprocity: Some remarks from a field point of view. IEEE Trans Antennas Propag Mag, 52: 205–210 Smith A J E, Melger F J. 2003. Using the cross-spectral phase to filter slicks in the ENVISAT ASAR wave mode product. Int J Remote Sens, 24: 5931–5396 Stoykova E, Alatan A A, Benzie P, et al. 2007. 3-D time-varying scene capture technologies-A survery. IEEE Trans Circuits Syst Video Technol, 17: 1568–1586 Sun J, Kawamura H. 2009. Retrieval of surface wave parameters from SAR images and their validation in the coastal seas around Japan. J Oceanogr, 65: 567–577 Violante-Carvalho N, Robinson I S, Schulz-Stellenfleth J. 2005. Assessment of ERS synthetic aperture radar wave spectra retrieved from the Max-Planck-Institut (MPI) scheme through inter comparisons of 1 year of directional buoy measurements. J Geophys Res, 110: C07019 Voorrips A C, Mastenbroek C, Hansen B. 2001. Validation of two algorithms to retrieve ocean wave spectra from ERS synthetic aperture radar. J Geophys Res, 106: 16825–16840 WAMDI Group-13 authors. 1988. The WAM model-a third generation oceans wave prediction model. J Phys Oceanogr, 18: 1775–1810 Zhang B, Perrie W, He Y J. 2010. Validation of RADARSAT-2 fully poarimetric SAR measurements of ocean surface waves. J Geophys Res, 115: C06031