Estimating the fraction of absorbed photosynthetically active radiation from the MODIS data based GLASS leaf area index product

被引:77
|
作者
Xiao, Zhiqiang [1 ]
Liang, Shunlin [1 ,2 ]
Sun, Rui [1 ]
Wang, Jindi [1 ]
Jiang, Bo [1 ]
机构
[1] Beijing Normal Univ, Sch Geog, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
[2] Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
基金
中国国家自然科学基金;
关键词
GLASS products; FAPAR; LAI; Validation; ESSENTIAL CLIMATE VARIABLES; SENSITIVITY-ANALYSIS; GLOBAL PRODUCTS; GEOV1; LAI; VALIDATION; VEGETATION; FAPAR; PRINCIPLES; ALGORITHM; FRAMEWORK;
D O I
10.1016/j.rse.2015.10.016
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The fraction of absorbed photosynthetically active radiation (FAPAR) is an essential biophysical variable and plays a critical role in the carbon cycle. Existing FAPAR products from satellite observations are spatially incomplete and temporally discontinuous, and also insufficiently accurate to meet the requirements of various applications. In this study, a new method is proposed to calculate high quality, accurate FAPAR from the Global [And Surface Satellite (GLASS) leaf area index (LAI) to ensure physical consistency between LAI and FAPAR retrievals. As a result, a global FAPAR product (denoted by GLASS) was generated from the GLASS LAI data from 2000. With no missing values, GLASS FAPAR product is spatially complete. Comparison of the GLASS FAPAR product with the MODerate Resolution Imaging Spectroradiometer (MODIS), Geoland2/BioPar version 1 (GEOV1), and the Seaviewing Wide Field-of-view Sensor (SeaWiFS) FAPAR products indicates that these FAPAR products exhibit similar spatial distribution pattern. However, there were relatively large discrepancies between these FAPAR products in equatorial forest regions and around 50-60 N, where the SeaWiFS FAPAR values were lower than the other products and GLASS FAPAR product showed the largest values. Temporal consistency analysis indicates that GLASS FAPAR product has continuous trajectories, while MODIS FAPAR product shows more unstable profiles, especially during the growing season. Direct comparison with ground-based estimates demonstrated that GLASS FAPAR values were more accurate (R-2 = 0.9292 and RMSE = 0.0716) than GEOV1 (R-2 = 0.8681 and RMSE = 0.1085), MODIS (R-2 = 0.8048 and RMSE = 0.1276) and SeaWiFS FAPAR values (R-2 = 0.7377 and RMSE = 0.1635). (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:105 / 117
页数:13
相关论文
共 50 条
  • [31] Estimating fraction of photosynthetically active radiation of corn with vegetation indices and neural network from hyperspectral data
    Fei Yang
    Yunqiang Zhu
    Jiahua Zhang
    Zuofang Yao
    Chinese Geographical Science, 2012, 22 : 63 - 74
  • [32] Estimating fraction of photosynthetically active radiation of corn with vegetation indices and neural network from hyperspectral data
    Yang Fei
    Zhu Yunqiang
    Zhang Jiahua
    Yao Zuofang
    CHINESE GEOGRAPHICAL SCIENCE, 2012, 22 (01) : 63 - 74
  • [33] Estimating Fraction of Photosynthetically Active Radiation of Corn with Vegetation Indices and Neural Network from Hyperspectral Data
    YANG FeiZHU YunqiangZHANG JiahuaYAO ZuofangThe State Key Laboratory of Resources and Environmental Information SystemInstitute of Geographic Sciences and Natural Resources ResearchChinese Academy of SciencesBeijing ChinaThe Laboratory of Remote Sensing and Climate InformationChinese Academy of Meteorological SciencesBeijing ChinaThe Beijing National Technology Transfer Center of Chinese Academy of SciencesBeijing
    Chinese Geographical Science, 2012, 22 (01) : 63 - 74
  • [34] Daily leaf area index from photosynthetically active radiation for long term records of canopy structure and leaf phenology
    Rogers, Cheryl
    Chen, Jing M.
    Croft, Holly
    Gonsamo, Alemu
    Luo, Xiangzhong
    Bartlett, Paul
    Staebler, Ralf M.
    AGRICULTURAL AND FOREST METEOROLOGY, 2021, 304
  • [35] Estimation of Fraction of Absorbed Photosynthetically Active Radiation for Winter Wheat Based on Hyperspectral Characteristic Parameters
    Zhang Chao
    Cai Huan-jie
    Li Zhi-jun
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35 (09) : 2644 - 2649
  • [36] Local-scale heterogeneity of photosynthetically active radiation (PAR), absorbed PAR and net radiation as a function of topography, sky conditions and leaf area index
    Oliphant, Andrew
    Susan, C.
    Grimmond, B.
    Schmid, Hans-Peter
    Wayson, Craig A.
    REMOTE SENSING OF ENVIRONMENT, 2006, 103 (03) : 324 - 337
  • [37] Comparison of a regional-level habitat index derived from MERIS and MODIS estimates of canopy-absorbed photosynthetically active radiation
    Coops, Nicholas C.
    Michaud, Jean-Simon
    Andrew, Margaret E.
    Wulder, Michael A.
    REMOTE SENSING LETTERS, 2011, 2 (04) : 327 - 336
  • [38] Upscaling from Instantaneous to Daily Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) for Satellite Products
    Chen, Siyuan
    Liu, Liangyun
    He, Xue
    Liu, Zhigang
    Peng, Dailiang
    REMOTE SENSING, 2020, 12 (13)
  • [39] Mapping incident photosynthetically active radiation from MODIS data over China
    Liu, Ronggao
    Liang, Shunlin
    He, Honglin
    Liu, Jiyuan
    Zheng, Tao
    REMOTE SENSING OF ENVIRONMENT, 2008, 112 (03) : 998 - 1009
  • [40] Improving Satellite Estimates of the Fraction of Absorbed Photosynthetically Active Radiation Through Data Integration: Methodology and Validation
    Tao, Xin
    Liang, Shunlin
    Wang, Dongdong
    He, Tao
    Huang, Chengquan
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (04): : 2107 - 2118