Estimation of the net primary productivity of winter wheat based on the near-infrared radiance of vegetation

被引:13
|
作者
Zhao, Wenhui [1 ,2 ,3 ,4 ]
Wu, Jianjun [1 ,2 ,3 ,4 ]
Shen, Qiu [1 ,2 ,3 ,4 ]
Liu, Leizhen [5 ]
Lin, Jingyu [1 ,2 ,3 ,4 ]
Yang, Jianhua [1 ,2 ,3 ,4 ]
机构
[1] Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
[2] Beijing Key Lab Remote Sensing Environm & Digital, Beijing 100875, Peoples R China
[3] Beijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
[4] Beijing Normal Univ, Ctr Drought & Risk Res, Beijing 100875, Peoples R China
[5] China Agr Univ, Coll Grassland Sci & Technol, Beijing 100083, Peoples R China
关键词
Winter wheat; Net primary productivity; Near-infrared radiance; Vegetation indices; LIGHT-USE EFFICIENCY; PHOTOCHEMICAL REFLECTANCE INDEX; GROSS PRIMARY PRODUCTIVITY; MODIS EVI; YIELD; CROP; SOIL; PHOTOSYNTHESIS; RADIATION; CANOPY;
D O I
10.1016/j.scitotenv.2022.156090
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Quantifying net primary productivity (NPP) is important for understanding the global carbon cycle and for assessing ecosystem carbon dynamics. However, uncertainties remain in NPP estimation. Using winter wheat data obtained from an experimental station in 2019, this study evaluated the ability of the near-infrared radiance of vegetation (NIRV,Rad) to estimate NPP at different time scales and established an estimation model based on NIRV,Rad, where NIRV,Rad was defined as the product of the normalized difference vegetation index (NDVI) and the near-infrared radiance. The results showed that the linear relationship between NIRV,Rad and NPP was superior to the relationship between NPP and NDVI, enhanced vegetation index-2 (EVI2), and near-infrared reflectance of vegetation (NIRV,Ref) at each time scale (hourly, daily, and growth period). The advantage of NIRV,Rad was more evident on the hourly scale, in which the R-2 of NIRV,Rad and NPP reached 0.77, whereas the R-2 values of the correlation of NDVI, EVI2, and NIRV,Refwith NPP were 0.30, 0.16, and 0.14, respectively. There existed a strong linear relationship between absorbed photosynthetically active radiation, net photosynthetic rate, leaf area index, and NIRV,Rad, which explained the good relationship between NIRV,Rad and NPP. Through a comparative analysis of the various models, the NIRV,Rad model was found to have the strongest ability to estimate NPP and the R-2, with the measured NPP reaching 0.81. The accuracy of NIRV,Rad provides a new method for estimating NPP and a scientific basis for estimating NPP using high resolution satellite remote sensing data on a regional scale.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] Significant linkage of Arctic Oscillation to vegetation net primary productivity over Indo-Myanmar in winter
    Lan Y.
    Gong D.
    Meng M.
    Dili Xuebao/Acta Geographica Sinica, 2023, 78 (05): : 1176 - 1191
  • [32] NET PRIMARY PRODUCTIVITY OF BOG VEGETATION IN SOUTHEASTERN MANITOBA
    READER, RJ
    STEWART, JM
    CANADIAN JOURNAL OF BOTANY, 1971, 49 (08): : 1471 - &
  • [33] RESEARCH ON SCALE EFFECT OF VEGETATION NET PRIMARY PRODUCTIVITY
    Qiao, Chen
    Sun, Rui
    Cui, Tianxiang
    2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 1333 - 1336
  • [34] A MODEL FOR ESTIMATING NET PRIMARY PRODUCTIVITY OF NATURAL VEGETATION
    ZHU, ZH
    CHINESE SCIENCE BULLETIN, 1993, 38 (22): : 1913 - 1917
  • [35] A Model for Estimating Net Primary Productivity of Natural Vegetation
    朱志辉
    Chinese Science Bulletin, 1993, (22) : 1913 - 1917
  • [36] Estimation of Winter Wheat Tiller Number Based on Optimization of Gradient Vegetation Characteristics
    Wu, Fei
    Wang, Junchan
    Zhou, Yuzhuang
    Song, Xiaoxin
    Ju, Chengxin
    Sun, Chengming
    Liu, Tao
    REMOTE SENSING, 2022, 14 (06)
  • [37] DETERMINATION OF PROTEIN PERCENTAGE OF WHEAT VEGETATION AT 2 GROWTH-STAGES BY NEAR-INFRARED REFLECTANCE
    LOFFLER, CM
    BUSCH, RH
    CROP SCIENCE, 1983, 23 (01) : 167 - 168
  • [38] EFFECT OF WHEAT CLASS ON NEAR-INFRARED REFLECTANCE
    WATSON, CA
    SHUEY, WC
    BANASIK, OJ
    DICK, JW
    CEREAL CHEMISTRY, 1977, 54 (06) : 1264 - 1269
  • [39] Quantitative detection of zearalenone in wheat grains based on near-infrared spectroscopy
    Ning, Hongwei
    Wang, Jiawei
    Jiang, Hui
    Chen, Quansheng
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2022, 280
  • [40] Optimization of Wheat Protein Near-Infrared Calibration Model Based on SPXY
    Mao, Xiaodong
    Sun, Laijun
    Hao, Gang
    Xu, Lulu
    Hui, Guangyan
    FRONTIERS OF CHEMICAL ENGINEERING, METALLURGICAL ENGINEERING AND MATERIALS II, 2013, 803 : 122 - +