Comparison of the inversion of two canopy reflectance models for mapping forest crown closure using imaging spectroscopy

被引:3
|
作者
Zeng, Yuan [1 ,2 ]
Huang, Jianxi [3 ]
Wu, Bingfang [1 ]
Schaepman, Michael E. [2 ]
de Bruin, Sytze [2 ]
Clevers, Jan G. P. W. [2 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing Applicat, Beijing 100101, Peoples R China
[2] Wageningen Univ, Ctr Geoinformat, NL-6700 AA Wageningen, Netherlands
[3] China Agr Univ, Coll Elect & Informat Engn, Beijing 100083, Peoples R China
来源
CANADIAN JOURNAL OF REMOTE SENSING | 2008年 / 34卷 / 03期
关键词
D O I
暂无
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
We compare the inversion of two canopy reflectance models to estimate forest crown closure (CC) using an EO-1 Hyperion image: the Kuusk-Nilson forest reflectance and transmittance (FRT) model, and the Li-Strahler geometric-optical model. For predicting CC on a per-pixel basis, the FRT model inversion is carried out by minimizing a merit function that provides a measure of the difference between the reflectance simulated by the FRT model and the reflectance originating from optimal band selection of Hyperion data. The inversion of the Li-Strahler model mainly depends on the relationship between the scene component "sunlit background" and forest structural parameters. We complement prediction deficiencies of the inverted Li-Strahler model CC using a spatial interpolation algorithm (regression kriging) in infeasible regions. Field-measured CCs of 40 sample sites are used to validate the inversion quality of both models. The results indicate that the Li-Strahler model inversion (R-2 = 0.67, RMSE = 0.043) performs better than the FRT model inversion (R-2 = 0.53, RMSE = 0.072) for CC retrieval. Estimated CC using the Li-Strahler model inversion combined with spatial interpolation yield a final, continuous CC map for the Longmenhe forest nature reserve in China, which is used as a study area for this work. The advantages and disadvantages of these two models inversion combined with imaging spectrometer data for mapping forest CC are discussed.
引用
收藏
页码:235 / 244
页数:10
相关论文
共 50 条
  • [1] Comparison of the inversion of two canopy reflectance models for mappingn forest crown closure using imaging spectroscopy
    Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing, 100101, China
    不详
    不详
    Can J Remote Sens, 2008, 3 (235-244):
  • [2] Inversion of the Li-Strahler canopy reflectance model for mapping forest structure
    Woodcock, CE
    Collins, JB
    Jakabhazy, VD
    Li, XW
    Macomber, SA
    Wu, YC
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1997, 35 (02): : 405 - 414
  • [3] Toward the inversion of vegetation parameters using canopy reflectance models
    Matsunaga, T
    Hoyano, A
    Kobayashi, H
    HYPERSPECTRAL REMOTE SENSING OF THE LAND AND ATMOSPHERE, 2001, 4151 : 265 - 276
  • [4] Mapping tropical forest canopy diversity using high-fidelity imaging spectroscopy
    Feret, Jean-Baptiste
    Asner, Gregory P.
    ECOLOGICAL APPLICATIONS, 2014, 24 (06) : 1289 - 1296
  • [5] MAPPING FOREST VEGETATION USING LANDSAT TM IMAGERY AND A CANOPY REFLECTANCE MODEL
    WOODCOCK, CE
    COLLINS, JB
    GOPAL, S
    JAKABHAZY, VD
    LI, XW
    MACOMBER, S
    RYHERD, S
    HARWARD, VJ
    LEVITAN, J
    WU, YC
    WARBINGTON, R
    REMOTE SENSING OF ENVIRONMENT, 1994, 50 (03) : 240 - 254
  • [6] Retrieval of Forest Canopy Parameters by Inversion of the PROFLAIR Leaf-Canopy Reflectance Model Using the LUT Approach
    Omari, Khalid
    White, H. Peter
    Staenz, Karl
    King, Douglas J.
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2013, 6 (02) : 715 - 723
  • [9] Large area mapping of southwestern forest crown cover, canopy height, and biomass using the NASA Multiangle Imaging Spectro-Radiometer
    Chopping, Mark
    Moisen, Gretchen G.
    Su, Lihong
    Laliberte, Andrea
    Rango, Albert
    Martonchik, John V.
    Peters, Debra P. C.
    REMOTE SENSING OF ENVIRONMENT, 2008, 112 (05) : 2051 - 2063
  • [10] Mapping forest canopy nitrogen content by inversion of coupled leaf-canopy radiative transfer models from airborne hyperspectral imagery
    Wang, Zhihui
    Skidmore, Andrew K.
    Darvishzadeh, Roshanak
    Wang, Tiejun
    AGRICULTURAL AND FOREST METEOROLOGY, 2018, 253 : 247 - 260