Spectroscopy and Spectral Analysis, Volume. 41, Issue 9, 2911(2021)

Leaf Nitrogen Concentration Retrieval Based on Polarization Reflectance Model and Random Forest Regression

Zi-han ZHANG1、*, Lei YAN1、1; 2;, Si-yuan LIU1、1;, Yu FU1、1;, Kai-wen JIANG1、1;, Bin YANG3、3;, Sui-hua LIU4、4;, and Fei-zhou ZHANG1、1; *;
Author Affiliations
  • 11. Beijing Key Lab of Spatial Information Integration and 3S Application, Institute of Remote Sensing and Geographic Information System, School of Earth and Space Science, Peking University, Beijing 100871, China
  • 33. College of Electrical and Information Engineering, Hunan University, Changsha 410082, China
  • 44. School of Geography and Environmental Science, Guizhou Normal University, Guiyang 550001, China
  • show less
    References(14)

    [1] Asner G P, Kokaly R F, Ollinger S V et al[D]. Remote Sensing of Environment, 113, S78(2009).

    [2] Hu Y, Li F, Mistele B et al[D]. European Journal of Agronomy, 52, 198(2014).

    [3] Tian Y, Yao X, Zhu Y et al[D]. International Journal of Applied Earth Observation and Geoinformation, 12, 89(2010).

    [4] Chlingaryan A, Sukkarieh S, Whelan B[D]. Computers and Electronics in Agriculture, 151, 61(2018).

    [5] Huang Y, Shang G, Yao X et al[D]. Remote Sensing, 7, 14939(2015).

    [6] Chen W, Yang B, Zhao H[D]. Journal of Quantitative Spectroscopy and Radiative Transfer, 202, 13(2017).

    [7] Skidmore A K, Wang T, Wang Z et al[D]. International Journal of Applied Earth Observation and Geoinformation, 54, 84(2017).

    [8] Bréon F M, Maignan F[D]. Earth System Science Data, 9, 31(2017).

    [9] Knyazikhin Y, Martonchik J V, Myneni R B et al[D]. Journal of Geophysical Research: Atmospheres, 103, 32257(1998).

    [10] Bréon F M, Nadal F[D]. IEEE Transactions on Geoscience and Remote Sensing, 37, 1709(1999).

    [11] Cairns B, Leon J F, Waquet F et al[D]. Applied Optics, 48, 1228(2009).

    [12] Bréon F M, Fédèle E, Maignan F et al[D]. Remote Sensing of Environment, 113, 2642(2009).

    [13] Cairns B, Hasekamp O, Litvinov P[D]. Remote Sensing of Environment, 115, 781(2011).

    [14] Diner D, Martonchik J, Xu F et al[D]. Atmosphere, 3, 591(2012).

    Tools

    Get Citation

    Copy Citation Text

    Zi-han ZHANG, Lei YAN, Si-yuan LIU, Yu FU, Kai-wen JIANG, Bin YANG, Sui-hua LIU, Fei-zhou ZHANG. Leaf Nitrogen Concentration Retrieval Based on Polarization Reflectance Model and Random Forest Regression[J]. Spectroscopy and Spectral Analysis, 2021, 41(9): 2911

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Research Articles

    Received: Sep. 26, 2020

    Accepted: --

    Published Online: Oct. 29, 2021

    The Author Email: Zi-han ZHANG (zzh_cytus@pku.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2021)09-2911-07

    Topics