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
  • [1] Near-Infrared Radiance of Vegetation is More Sensitive Than Vegetation Indices for Monitoring NPP of Winter Wheat Under Water Stress
    Zhao, Wenhui
    Liu, Leizhen
    Shen, Qiu
    Lin, Jingyu
    Yang, Jianhua
    Wu, Jianjun
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 17 : 10648 - 10659
  • [2] Leaf Chlorophyll Content Estimation of Winter Wheat Based on Visible and Near-Infrared Sensors
    Zhang, Jianfeng
    Han, Wenting
    Huang, Lvwen
    Zhang, Zhiyong
    Ma, Yimian
    Hu, Yamin
    SENSORS, 2016, 16 (04)
  • [3] Estimating maize GPP using near-infrared radiance of vegetation
    Liu, Liangyun
    Liu, Xinjie
    Chen, Jidai
    Du, Shanshan
    Ma, Yan
    Qian, Xiaojin
    Chen, Siyuan
    Peng, Dailiang
    SCIENCE OF REMOTE SENSING, 2020, 2
  • [4] Winter Wheat Yield Estimation Model with MODIS Normalized Near-infrared Spectral Index
    Lin Wenpeng
    Zhao Min
    Liu Yunlong
    Gao Jun
    Wang Chenli
    2008 INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS, 2008, : 153 - +
  • [5] GLAI ESTIMATION USING MEASUREMENTS OF RED, NEAR-INFRARED, AND MIDDLE INFRARED RADIANCE
    CURRAN, PJ
    WILLIAMSON, HD
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 1987, 53 (02): : 181 - 186
  • [6] Determination of Aboveground Net Primary Productivity and Plant Traits in Grasslands with Near-Infrared Reflectance Spectroscopy
    Rémi Pilon
    Katja Klumpp
    Pascal Carrère
    Catherine Picon-Cochard
    Ecosystems, 2010, 13 : 851 - 859
  • [7] Determination of Aboveground Net Primary Productivity and Plant Traits in Grasslands with Near-Infrared Reflectance Spectroscopy
    Pilon, Remi
    Klumpp, Katja
    Carrere, Pascal
    Picon-Cochard, Catherine
    ECOSYSTEMS, 2010, 13 (06) : 851 - 859
  • [8] Differences in Winter Wheat Net Primary Productivity in Response to Agricultural Drought
    Wu, Xianzhong
    Wang, Xing
    Liang, Xiaoqing
    Yang, Jin
    Liu, Ziheng
    Wang, Haifeng
    Wu, Shaoqin
    Wu, Jiujiang
    INTERNATIONAL JOURNAL OF PLANT PRODUCTION, 2024, 18 (04) : 639 - 653
  • [9] ESTIMATION OF VEGETATION NET PRIMARY PRODUCTIVITY OF BEIJING YEYAHU WETLAND BASED ON REMOTE SENSING
    Su Yao-ming
    Zhu Lin
    Gong Hui-li
    Zhao Wen-ji
    Jing Ling-ling
    2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 1671 - +
  • [10] Estimation of net primary productivity of terrestrial vegetation in China by remote sensing
    Chen, LJ
    Liu, GH
    Feng, XF
    ACTA BOTANICA SINICA, 2001, 43 (11): : 1191 - 1198