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
  • [21] A Versatile, Production-Oriented Approach to High-Resolution Tree-Canopy Mapping in Urban and Suburban Landscapes Using GEOBIA and Data Fusion
    O'Neil-Dunne, Jarlath
    MacFaden, Sean
    Royar, Anna
    REMOTE SENSING, 2014, 6 (12) : 12837 - 12865
  • [22] Estimation of leaf area index and canopy openness in broadleaved forest using an airborne laser scanner in comparison with high-resolution near-infrared digital photography
    Sasaki, Takeshi
    Imanishi, Junichi
    Ioki, Keiko
    Morimoto, Yukihiro
    Kitada, Katsunori
    LANDSCAPE AND ECOLOGICAL ENGINEERING, 2008, 4 (01) : 47 - 55
  • [23] Causal Analysis of Accuracy Obtained Using High-Resolution Global Forest Change Data to Identify Forest Loss in Small Forest Plots
    Yamada, Yusuke
    Ohkubo, Toshihiro
    Shimizu, Katsuto
    REMOTE SENSING, 2020, 12 (15)
  • [24] Exploratory Mapping of Blue Ice Regions in Antarctica Using Very High-Resolution Satellite Remote Sensing Data
    Jawak, Shridhar D.
    Luis, Alvarinho J.
    Pandit, Prashant H.
    Wankhede, Sagar F.
    Convey, Peter
    Fretwell, Peter T.
    REMOTE SENSING, 2023, 15 (05)
  • [25] Inundation mapping using hydraulic modeling with high-resolution remote sensed data: a case study in the Acre River Basin, Brazil
    da Silva, Larissa Antunes
    Rudorff, Conrado
    Ovando, Alex
    Pimentel, Alan
    Cuartas, Luz Adriana
    Alvala, Regina Celia dos Santos
    MODELING EARTH SYSTEMS AND ENVIRONMENT, 2024, 10 (03) : 3051 - 3066
  • [26] Combining 3D Radiative Transfer Model and Convolutional Neural Network to Accurately Estimate Forest Canopy Cover From Very High-Resolution Satellite Images
    Jin, Decai
    Qi, Jianbo
    Huang, Huaguo
    Li, Linyuan
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 14 : 10953 - 10963
  • [27] Assessing post-storm forest dynamics in the pyrenees using high-resolution LIDAR data and aerial photographs
    Blazquez-Casado, Angela
    Gonzalez-Olabarria, Jose R.
    Martin-Alcon, Santiago
    Just, Ariadna
    Cabre, Marilo
    Coll, Lluis
    JOURNAL OF MOUNTAIN SCIENCE, 2015, 12 (04) : 841 - 853
  • [28] Investigating Microtopographic and Soil Controls on a Mountainous Meadow Plant Community Using High-Resolution Remote Sensing and Surface Geophysical Data
    Falco, Nicola
    Wainwright, Haruko
    Dafflon, Baptiste
    Leger, Emmanuel
    Peterson, John
    Steltzer, Heidi
    Wilmer, Chelsea
    Rowland, Joel C.
    Williams, Kenneth H.
    Hubbard, Susan S.
    JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2019, 124 (06) : 1618 - 1636
  • [29] Towards the modelling of pedestrian wind speed using high-resolution digital surface models and statistical methods
    Johansson, Lars
    Onomura, Shiho
    Lindberg, Fredrik
    Seaquist, Jonathan
    THEORETICAL AND APPLIED CLIMATOLOGY, 2016, 124 (1-2) : 189 - 203
  • [30] Estimation of leaf area index and canopy openness in broad-leaved forest using an airborne laser scanner in comparison with high-resolution near-infrared digital photography
    Takeshi Sasaki
    Junichi Imanishi
    Keiko Ioki
    Yukihiro Morimoto
    Katsunori Kitada
    Landscape and Ecological Engineering, 2008, 4 : 47 - 55