Measuring forest canopy height using ICESat/GLAS data for applying to Japanese spaceborne LiDAR mission

被引:0
|
作者
Hayashi, Masato [1 ]
Saigusa, Nobuko [1 ]
Oguma, Hiroyuki [1 ]
Yamagata, Yoshiki [1 ]
Takao, Gen [2 ]
Sawada, Haruo [3 ]
Mizutani, Kohei [4 ]
Sugimoto, Nobuo [1 ]
Asai, Kazuhiro [5 ]
机构
[1] Natl Inst Environm Studies, 16-2 Onogawa, Tsukuba, Ibaraki 3058506, Japan
[2] Forestry & Forest Prod Res Inst, Tsukuba, Ibaraki 3058687, Japan
[3] Univ Tokyo, Inst Ind Sci IIS, Meguro Ku, Tokyo 1538505, Japan
[4] Natl Inst Informat & Commun Technol, Koganei, Tokyo 1848795, Japan
[5] Tohoku Inst Technol, Taihaku Ku, Sendai, Miyagi 9828577, Japan
关键词
ICESat/GLAS; LiDAR; Waveform; Canopy height; Biomass;
D O I
10.1117/12.981583
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
We developed a methodology to estimate the canopy height from the ICESat/GLAS waveform for the purpose of contributing to the design of the Japanese spaceborne LiDAR mission; iss-jem LiDAR for Observation of Vegetation Environment (i-LOVE). We adopted an estimation method using a terrain index, which indicates the steepness of ground surface, to accurately estimate the canopy height in sloped areas. The study area is Hokkaido Island. We conducted a ground survey and collected airborne LiDAR data to use as the ground truth for the canopy height. We then developed some models to estimate the canopy height from a GLAS waveform. As a result, the estimation accuracy decreased in steep sloped areas where the terrain index exceeded 15 m. To reduce the influence of this effect, the estimation equation was separated for a gentle slope (terrain index <= 15 m) and a steep slope (terrain index > 15 m). In this case, RMSE was 3 to 5 m. These findings indicated that an accurate estimation method would be ensured by using a footprint of less than 15 m of terrain index for the i-LOVE mission. On the assumption of a forested area located primarily at less than a 30 degrees surface slope on a global scale, it is recommended that the diameter of the i-LOVE footprint should be less than 25 m. i-LOVE is planned to transmit four laser pulses arranged at 2x2 simultaneously. This characteristic of i-LOVE, which does not require DEM, makes it possible to calculate the terrain index accurately and has a large advantage for accurately estimating the canopy height on a global scale.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Forest canopy height mapping over China using GLAS and MODIS data
    YANG Ting
    WANG Cheng
    LI GuiCai
    LUO SheZhou
    XI XiaoHuan
    GAO Shuai
    ZENG HongCheng
    [J]. Science China Earth Sciences, 2015, 58 (01) : 96 - 105
  • [22] Forest canopy height mapping over China using GLAS and MODIS data
    Yang Ting
    Wang Cheng
    Li GuiCai
    Luo SheZhou
    Xi XiaoHuan
    Gao Shuai
    Zeng HongCheng
    [J]. SCIENCE CHINA-EARTH SCIENCES, 2015, 58 (01) : 96 - 105
  • [23] Forest Canopy Height Estimation Combining Dual-Polarization PolSAR and Spaceborne LiDAR Data
    Tong, Yao
    Liu, Zhiwei
    Fu, Haiqiang
    Zhu, Jianjun
    Zhao, Rong
    Xie, Yanzhou
    Hu, Huacan
    Li, Nan
    Fu, Shujuan
    [J]. FORESTS, 2024, 15 (09):
  • [24] Exploring the Relationship between Forest Canopy Height and Canopy Density from Spaceborne LiDAR Observations
    Kay, Heather
    Santoro, Maurizio
    Cartus, Oliver
    Bunting, Pete
    Lucas, Richard
    [J]. REMOTE SENSING, 2021, 13 (24)
  • [25] Estimates of forest canopy height and aboveground biomass using ICESat
    Lefsky, MA
    Harding, DJ
    Keller, M
    Cohen, WB
    Carabajal, CC
    Espirito-Santo, FD
    Hunter, MO
    de Oliveira, R
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2005, 32 (22) : 1 - 4
  • [26] Evaluating the Uncertainties in Forest Canopy Height Measurements Using ICESat-2 Data
    Rai, Nitant
    Ma, Qin
    Poudel, Krishna P.
    Himes, Austin
    Meng, Qingmin
    [J]. JOURNAL OF REMOTE SENSING, 2024, 4
  • [27] Estimating Canopy Gap Fraction Using ICESat GLAS within Australian Forest Ecosystems
    Mahoney, Craig
    Hopkinson, Chris
    Kljun, Natascha
    van Gorsel, Eva
    [J]. REMOTE SENSING, 2017, 9 (01)
  • [28] Upscaling Forest Canopy Height Estimation Using Waveform-Calibrated GEDI Spaceborne LiDAR and Sentinel-2 Data
    Wang, Junjie
    Shen, Xin
    Cao, Lin
    [J]. REMOTE SENSING, 2024, 16 (12)
  • [29] Forest terrain and canopy height estimation using stereo images and spaceborne LiDAR data from GF-7 satellite
    Du, Liming
    Pang, Yong
    Ni, Wenjian
    Liang, Xiaojun
    Li, Zengyuan
    Suarez, Juan
    Wei, Wei
    [J]. GEO-SPATIAL INFORMATION SCIENCE, 2024, 27 (03) : 811 - 821
  • [30] Incorporating of spatial effects in forest canopy height mapping using airborne, spaceborne lidar and spatial continuous remote sensing data
    Min, Wankun
    Chen, Yumin
    Huang, Wenli
    Wilson, John P.
    Tang, Hao
    Guo, Meiyu
    Xu, Rui
    [J]. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2024, 133