Satellite derived bathymetry based on ICESat-2 diffuse attenuation signal without prior information

被引:18
|
作者
Zhang, Xuechun [1 ,2 ,3 ]
Ma, Yi [2 ,3 ]
Li, Zhongwei [1 ]
Zhang, Jingyu [2 ,3 ]
机构
[1] China Univ Petr, Coll Oceanog & Space Informat, Qingdao 266500, Peoples R China
[2] Minist Nat Resources, Inst Oceanog 1, Lab Marine Phys & Remote Sensing, Qingdao 266061, Peoples R China
[3] Minist Nat Resources, Technol Innovat Ctr Ocean Telemetry, Qingdao 266061, Peoples R China
基金
中国国家自然科学基金;
关键词
Satellite derived bathymetry; ICESat-2; lidar; Diffuse attenuation coefficient; Sentinel-2; OCEAN SUBSURFACE; WATER DEPTH; RETRIEVAL; PRODUCTS; IMAGERY;
D O I
10.1016/j.jag.2022.102993
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Bathymetric information is critical for environmental monitoring and maintenance of marine safety. The signal received by passive optical remote sensors contains the reflectance information from the seabed, which then forms the informational basis of bathymetry; however, passive optical bathymetry models often require partial prior information. Although spaceborne active lidar has been shown to accurately detect bathymetry within narrow range of tracks, for some small islands or coastal sites, these tracks may not accurately traverse the shallow ocean area. To this end, a satellite derived bathymetry method based on ICESat-2 diffuse attenuation signal without prior information was proposed here. The diffuse attenuation coefficients of the water column were estimated according to the ICESat-2 lidar signal of deep areas near the target shallow water area, and the parameters for the bathymetry algorithm without prior depth information were obtained. Combined with the Sentinel-2 multispectral imagery, accurate large-scale bathymetric information of Zhongye Island and Reefs, Guam, and Ngau were obtained. Bathymetric data from ICESat-2 of multiple tracks were used for verification, and the results showed that the new model performed well, as mean absolute error (MAE) for the three study areas ranged 0.35-1.52 m, and root Mean square error (RMSE) fell between 0.74 and 1.89 m. In the absence of any bathymetric information, the new method can achieve higher or similar accuracy to the more commonly employed Stumpf model.
引用
收藏
页数:15
相关论文
共 35 条
  • [1] ICESat-2 Elevation Retrievals in Support of Satellite-Derived Bathymetry for Global Science Applications
    Babbel, Benjamin J.
    Parrish, Christopher E.
    Magruder, Lori A.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2021, 48 (05)
  • [2] Satellite-derived bathymetry using the ICESat-2 lidar and Sentinel-2 imagery datasets
    Ma, Yue
    Xu, Nan
    Liu, Zhen
    Yang, Bisheng
    Yang, Fanlin
    Wang, Xiao Hua
    Li, Song
    [J]. REMOTE SENSING OF ENVIRONMENT, 2020, 250
  • [3] ICESat-2 Space-Based Laser Validation for Satellite-Derived Bathymetry in NSF-Funded Research
    Goodrich, Kyle
    Smith, Ross
    [J]. SEA TECHNOLOGY, 2020, 61 (06) : 15 - 20
  • [4] Satellite-derived bathymetry combined with Sentinel-2 and ICESat-2 datasets using machine learning
    Xie, Congshuang
    Chen, Peng
    Zhang, Zhenhua
    Pan, Delu
    [J]. FRONTIERS IN EARTH SCIENCE, 2023, 11
  • [5] AI Expands Reach of SDB Machine Learning, ICESat-2 Enhance Satellite-Derived Bathymetry
    Goodrich, Kyle
    Smith, Ross
    [J]. SEA TECHNOLOGY, 2021, 62 (06) : 8 - 12
  • [6] Validation of ICESat-2 Derived Data Products on Freshwater Lakes: Bathymetry, Diffuse Attenuation Coefficient for Downwelling Irradiance (Kd), and Particulate Backscatter Coefficient (bbp)
    Watkins, Ray H.
    Sayers, Michael J.
    Shuchman, Robert A.
    Bosse, Karl R.
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2023, 20
  • [7] Very High-Resolution Satellite-Derived Bathymetry and Habitat Mapping Using Pleiades-1 and ICESat-2
    Le Quilleuc, Alyson
    Collin, Antoine
    Jasinski, Michael F.
    Devillers, Rodolphe
    [J]. REMOTE SENSING, 2022, 14 (01)
  • [8] A Denoising Methodology for Detecting ICESat-2 Bathymetry Photons Based on Quasi Full Waveform
    Jia, Kun
    Ma, Yi
    Zhang, Jingyu
    Wang, Bikang
    Zhang, Xuechun
    Cui, Aijun
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62
  • [9] Space-Borne Cloud-Native Satellite-Derived Bathymetry (SDB) Models Using ICESat-2 And Sentinel-2
    Thomas, N.
    Pertiwi, A. P.
    Traganos, D.
    Lagomasino, D.
    Poursanidis, D.
    Moreno, S.
    Fatoyinbo, L.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2021, 48 (06)
  • [10] Satellite-Derived Bathymetry with Sediment Classification Using ICESat-2 and Multispectral Imagery: Case Studies in the South China Sea and Australia
    Li, Shaoyu
    Wang, Xiao Hua
    Ma, Yue
    Yang, Fanlin
    [J]. REMOTE SENSING, 2023, 15 (04)