4.4 Article

A newly developed ocean significant wave height retrieval method from Envisat ASAR wave mode imagery

Journal

ACTA OCEANOLOGICA SINICA
Volume 38, Issue 9, Pages 120-127

Publisher

SPRINGER
DOI: 10.1007/s13131-019-1480-2

Keywords

significant wave height; Envisat ASAR; GA-PLS; optimal feature subset

Categories

Funding

  1. National Science Foundation for Young Scientists of China [61501130]
  2. National Key Research and Development Program of China [2016YFB0502504, 2016YFB0502500]
  3. National Natural Science Foundation of China [41431174, 61471358, 41401427]

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The main objective of this paper is to propose a newly developed ocean Significant Wave Height (SWH) retrieval method from Envisat Advanced Synthetic Aperture Radar (ASAR) imagery. A series of wave mode imagery from January, April and May of 2011 are collocated with ERA-Interim reanalysis SWH data. Based on the matched datasets, a simplified empirical relationship between 22 types of SAR imagery parameters and SWH products is developed with the Genetic Algorithms Partial Least-Squares (GA-PLS) model. Two major features of the backscattering coefficient S-10 and the frequency parameter S10 are chosen as the optimal training feature subset of SWH retrieval by using cross validation. In addition, we also present a comparison of the retrieval results of the simplified empirical relationship with the collocated ERA-Interim data. The results show that the assessment index of the correlation coefficient, the bias, the root-mean-square error of cross validation (RMSECV) and the scattering index (SI) are 0.78, 0.07 m, 0.76 m and 0.5, respectively. In addition, the comparison of the retrieved SWH data between our simplifying model and the Jason-2 radar altimeter data is proposed in our study. Moreover, we also make a comparison of the retrieval of SWH data between our developed model and the wellknown CWAVE_ENV model. The results show that satisfying retrieval results are acquired in the low-moderate sea state, but major bias appears in the high sea state, especially for SWH>5 m.

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