| Citation: | LANG Shuyan, HU Weiping, LI Xiuzhong, LI Yuyang, ZHAO Xinhua. Validation and Discrepancy Analysis of Sea Surface Mean Square Slope Measured by SWIM and CYGNSS (in Chinese). Chinese Journal of Space Science, 2026, 46(3): 1-8 doi: 10.11728/cjss2026.03.2025-0076 |
| [1] |
LI S Q, ZHAO D L, ZHOU L M, et al. Dependence of mean square slope on wave state and its application in altimeter wind speedretrieval[J]. International Journal of Remote Sensing, 2013, 34(1): 264-275 doi: 10.1080/01431161.2012.713144
|
| [2] |
ROMERO L, LUBANA K. On the bimodality of the wind-wave spectrum: mean square slopes and azimuthal overlap integral[J]. Journal of Physical Oceanography, 2022, 52(7): 1549-1562 doi: 10.1175/JPO-D-21-0299.1
|
| [3] |
ZHONG Y Z, CHIEN H, CHANG H M, et al. Ocean wind observation based on the mean square slope using a self-developed miniature wave buoy[J]. Sensors, 2022, 22(19): 7210 doi: 10.3390/s22197210
|
| [4] |
HWANG P A. Ocean surface roughness from satellite observations and spectrum modeling of wind waves[J]. Journal of Physical Oceanography, 2022, 52(9): 2143-2158 doi: 10.1175/JPO-D-22-0043.1
|
| [5] |
GUO M D, CHEN K S. YANG Y, et al. Effective surface roughness in radar ocean backscattering[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 2004113
|
| [6] |
XIE D F, GUO F. Quantitative evaluation of the effects of large-scale sea wave components on microwave backscattering from ocean surface[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 5853-5864 doi: 10.1109/JSTARS.2022.3192556
|
| [7] |
LIU Y G, SU M Y, YAN X H, et al. The mean-square slope of ocean surface waves and its effects on radar backscatter[J]. Journal of Atmospheric and Oceanic Technology, 2000, 17(8): 1092-1105 doi: 10.1175/1520-0426(2000)017<1092:tmssoo>2.0.co;2
|
| [8] |
SHARONI S M H, REBA M N M, LIM H S. Improved tropical cyclone wind speed estimation for microwave altimeter using machine learning[J]. Remote Sensing of Environment, 2024, 301: 113961 doi: 10.1016/j.rse.2023.113961
|
| [9] |
ZHANG Y, ZHAO X Y, YANG S H, et al. Research on sea surface wind speed FM based on CYGNSS and HY-2B microwave scatterometer[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-15 doi: 10.1109/tgrs.2024.3363705
|
| [10] |
GARRISON J L, VOO J K, YUEH S H, et al. Estimation of sea surface roughness effects in microwave radiometric measurements of salinity using reflected global navigation satellite system signals[J]. IEEE Geoscience and Remote Sensing Letters, 2011, 8(6): 1170-1174 doi: 10.1109/LGRS.2011.2159323
|
| [11] |
FREILICH M H, VANHOFF B A. The relationship between winds, surface roughness, and radar backscatter at low incidence angles from TRMM precipitation radar measurements[J]. Journal of Atmospheric and Oceanic Technology, 2003, 20(4): 549-562 doi: 10.1175/1520-0426(2003)20<549:TRBWSR>2.0.CO;2
|
| [12] |
LI X Z, KARAEV V, PANFILOVA M, et al. Measurements of total sea surface mean square slope field based on SWIM data[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5114109 doi: 10.1109/tgrs.2022.3174392
|
| [13] |
SCHULER D L, LEE J S, KASILINGAM D, et al. Measurement of ocean surface slopes and wave spectra using polarimetric SAR image data[J]. Remote Sensing of Environment, 2004, 91(2): 198-211
|
| [14] |
MONALDO F, DOBSON E. On using significant wave height and radar cross section to improve radar altimeter measurements of wind speed[J]. Journal of Geophysical Research: Oceans, 1989, 94(C9): 12699-12701 doi: 10.1029/JC094iC09p12699
|
| [15] |
BAO L W, ZHANG X, CAO C H, et al. Impact of polarization basis on wind and wave parameters estimation using the azimuth cutoff from GF-3 SAR imagery[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5234716 doi: 10.1109/tgrs.2022.3204409
|
| [16] |
HOSSAN A, JONES WL. Ku- and Ka-band ocean surface radar backscatter model functions at low-incidence angles using full-swath GPM DPR data[J]. Remote Sensing, 2021, 13(8): 1569 doi: 10.3390/rs13081569
|
| [17] |
HAUSER D, TOURAIN C, HERMOZO L, et al. New observations from the SWIM radar on-board CFOSAT: instrument validation and ocean wave measurement assessment[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(1): 5-26 doi: 10.1109/TGRS.2020.2994372
|
| [18] |
BU J W, YU K G. A new integrated method of CYGNSS DDMA and LES measurements for significant wave height estimation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 19: 1505605 doi: 10.1109/lgrs.2022.3198131
|
| [19] |
CHRIS R. CYGNSS Handbook[M/OL]. (2022-04-01)[2024-04-20]. https://www.fulcrum.org/concern/monographs/g445cg50v?locale=en
|
| [20] |
VALENZUELA G R. Theories for the interaction of electromagnetic and oceanic waves — a review[J]. Boundary-Layer Meteorology, 1978, 13(1): 61-85 doi: 10.1007/bf00913863
|
| [21] |
BARRICK D. Rough surface scattering based on the specular point theory[J]. IEEE Transactions on Antennas and Propagation, 1968, 16(4): 449-454 doi: 10.1109/TAP.1968.1139220
|
| [22] |
BU J W, YU K G, NI J, et al. Combining ERA5 data and CYGNSS observations for the joint retrieval of global significant wave height of ocean swell and wind wave: a deep convolutional neural network approach[J]. Journal of Geodesy, 2023, 97(8): 81 doi: 10.1007/s00190-023-01768-4
|
| [23] |
WANG T L, ZAVOROTNY V U, JOHNSON J, et al. Modeling of sea state conditions for improvement of CYGNSS L2 wind speed retrievals[C]//IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium. Valencia, Spain: IEEE, 2018: 8288-8291
|
| [24] |
ELFOUHAILY T, CHAPRON B, KATSAROS K, et al. A unified directional spectrum for long and short wind-driven waves[J]. Journal of Geophysical Research: Oceans, 1997, 102(C7): 15781-15796 doi: 10.1029/97JC00467
|
| [25] |
COX C, MUNK W. Statistics of the sea surface derived from sun glitter[J]. Journal of Marine Research, 1954, 13(2): 198-227
|
| [26] |
WU J. Sea-surface slope and equilibrium wind-wave spectra[J]. Physics of Fluids, 1972, 15(5): 741-747 doi: 10.1063/1.1693978
|
| [27] |
WU J. Mean square slopes of the wind-disturbed water surface, their magnitude, directionality, and composition[J]. Radio Science, 1990, 25(1): 37-48 doi: 10.1029/RS025i001p00037
|
| [28] |
KATZBERG S J, TORRES O, GANOE G. Calibration of reflected GPS for tropical storm wind speed retrievals[J]. Geophysical Research Letters, 2006, 33(18): L18602
|