Modeling forest canopy surface retrievals using very high-resolution spaceborne stereogrammetry: (I) methods and comparisons with actual data

被引:3
|
作者
Yin, Tiangang [1 ,2 ,3 ,4 ]
Montesano, Paul M. [2 ,5 ]
Cook, Bruce D. [2 ]
Chavanon, Eric [6 ]
Neigh, Christopher S. R. [2 ]
Shean, David [7 ]
Peng, Dongju [8 ]
Lauret, Nicolas [6 ]
Mkaouar, Ameni [2 ,9 ]
Morton, Douglas C. [2 ]
Regaieg, Omar [6 ]
Zhen, Zhijun [6 ]
Gastellu-Etchegorry, Jean-Philippe [6 ]
机构
[1] Univ Maryland, Earth Syst Sci Interdisciplinary Ctr, College Pk, MD 20740 USA
[2] NASA Goddard Space Flight Ctr, Biospher Sci Lab, Greenbelt, MD USA
[3] Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Hung Hom, Hong Kong, Peoples R China
[4] Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, JC STEM Lab Earth Observat, Hung Hom, Hong Kong, Peoples R China
[5] Sci Syst & Applicat Inc, Lanham, MD USA
[6] Univ Toulouse, Ctr Etud Spatiales Biosphere, UT3, CNES,CNRS,IRD, F-31401 Toulouse 9, France
[7] Univ Washington, Dept Civil & Environm Engn, Seattle, WA USA
[8] Nanyang Technol Univ, Earth Observ Singapore, Singapore, Singapore
[9] Univ Maryland Baltimore Cty, Goddard Earth Sci & Technol Res 2, Baltimore, MD 21250 USA
关键词
Radiative transfer model; Photogrammetry; Stereogrammetry; Surface elevation; Canopy structure; Open forest; Closed forest; Worldview; LiDAR; NASA STV; Solar zenith angle; Convergence angle; Camera model; RADIATIVE-TRANSFER MODEL; REFLECTANCE QUANTITIES; LIDAR; AIRBORNE; HEIGHT; DISTURBANCE; EXTRACTION; SIMULATION; ATMOSPHERE; PIPELINE;
D O I
10.1016/j.rse.2023.113825
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The capability of spaceborne stereogrammetry using very high-resolution (VHR, <2 m) imagery with various environmental, experimental, and sensor configurations for characterizing forest canopy surfaces has not been completely explored. Existing archives of VHR imagery include a limited subset of potential stereo image acquisition configurations and may therefore exclude optimal configurations for capturing critical structural features of forest canopy surface. By contrast, simulated VHR imagery from 3-D radiative transfer models (RTM) can explore the full range of spatial, spectral, and sun-sensor configurations to identify factors that contribute to uncertainties in stereo-derived estimates of forest canopy structure. We developed a novel method to simulate VHR stereopairs using the discrete anisotropic radiative transfer (DART) model and then derive surface elevations from the simulated images. We reconstructed one open-canopy and one closed-canopy forest scene and created a reference digital surface model/digital terrain model (DSM/DTM) using airborne small-footprint lidar points over the study sites. The VHR simulations were configured to match three independent WorldView stereopairs. The results showed that, compared to the reference DSM, the surface elevations derived using simulated and WorldView image data were consistent, with differences of <1.6 m in vertical bias, < 1 m in root mean square error (RMSE), and < 0.07 in correlation coefficient (R). We demonstrated that realistic 3-D RTM simulations could be georeferenced with a camera model for DSM generation from simulated stereopairs. This work will support a follow-up investigation that examines stereo-derived DSM quality over a broad range of surface types and acquisition parameters to suggest optimal configurations for actual VHR stereo data acquisition of vegetation canopy surfaces.
引用
收藏
页数:13
相关论文
共 43 条
  • [41] Determining the spatio-temporal variability of glacier surface velocity using high-resolution satellite images and UAV data: Alamkuh glacier, Iran
    Karimi, Neamat
    Sheshangosht, Sara
    Farokhnia, Ashkan
    REMOTE SENSING LETTERS, 2022, 13 (02) : 138 - 150
  • [42] Preservation of local high-resolution data in a regional low-resolution dataset: A 'nested' 3D modeling approach using an example from a Quaternary glacial stratigraphy (Ontario, Canada)
    Slomka, J. M.
    MacCormack, K. E.
    Eyles, C. H.
    ENGINEERING GEOLOGY, 2019, 248 : 309 - 329
  • [43] Vertical Accuracy Assessment and Improvement of Five High-Resolution Open-Source Digital Elevation Models Using ICESat-2 Data and Random Forest: Case Study on Chongqing, China
    Xu, Weifeng
    Li, Jun
    Peng, Dailiang
    Yin, Hongyue
    Jiang, Jinge
    Xia, Hongxuan
    Wen, Di
    REMOTE SENSING, 2024, 16 (11)