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生态学杂志

• 技术与方法 • 上一篇    

基于辐射传输模型的叶绿素含量定量反演

施润和1,2;庄大方1;牛铮3;王汶4   

  1. 1中国科学院地理科学与资源研究所, 北京 100101; 2中国科学院研究生院, 北京 100049;3中国科学院遥感应用研究所, 北京 100101;4中国人民大学环境学院, 北京 100872
  • 收稿日期:2005-06-05 修回日期:2005-12-02 出版日期:2006-05-10 发布日期:2006-05-10

Quantitative inversion of chlorophyll content based on radiative transfer model

SHI Runhe1,2;ZHUANG Dafang1;NIU Zheng3;WANG Wen4   

  1. 1Institute of Geographical Sciences and Natural Resources Research,Chinese Academy of Sciences,Beijing 100101, China; 2Graduate University of Chinese Academy of Sciences,Beijing 100049, China;3Institute of Remote Sensing Applications,Chinese Academy of Sciences,Beijing 100101, China;4School of Environment and Natural Resources,Renmin University of China,Beijing 100872

  • Received:2005-06-05 Revised:2005-12-02 Online:2006-05-10 Published:2006-05-10

摘要: 利用基于叶片内部辐射传输机制的PROSPECT模型模拟大量不同生化含量和叶肉结构的叶片光谱,研究利用高光谱植被指数定量反演叶绿素含量的可行性和精度,并比较各指数的稳定性和抗干扰能力。结果显示,各指数在对叶绿素的敏感性方面相差不大,除三角植被指数(TVI)外,其它指数均随叶绿素含量的增加而减小。叶片水分含量的差异对各指数的影响很小,干物质次之,叶肉结构影响最大。在抵抗干物质影响和叶肉结构影响方面,结构无关色素指数(SIPI)明显优于其它四种指数,吸收中心波深归一化后的面积指数(ABNC)次之。通过使用叶片光学模型的模拟光谱来研究叶绿素含量变化的光谱响应及其影响因素和反演策略,具有较强的理论性和普适性。研究结果与实际观测相吻合,方法简单易行。

关键词: 稻田, 生物防治, 浮游植物, 生物多样性

Abstract: PROSPECT model is a well-known leaf optical model based on the radiative transfer processes within a leaf,which was used in this paper to simulate the leaf reflectance spectra of chlorophyll,water,and dry matter contents and mesophyll structure parameters,aimed to investigate the feasibility and precision of hyperspectral vegetation indices (VIs) in chlorophyll prediction,and their resistant performances against leaf water,dry matter,and mesophyll structure.A total of 5 widely-used VIs for predicting chlorophyll content,i.e.Chlorophyll Absorption Ratio Index (CARI),Triangular Vegetation Index (TVI),Photochemical Reflectance Index (PRI),Structured-Independent Pigment Index (SIPI),and Area of Band Normalization to the Center of Absorption Feature (ABNC),were considered.The simulation results showed that all the VIs except TVI were decreased with increasing chlorophyll content.Water content had little influence on VIs,because the major absorption features of leaf water were located at 1 300 nm and 1 900 nm which were not used in the VIs.Dry matter content had some influence on CARI and TVI,and mesophyll structure greatly affected the VIs except SIPI,because of the influence of mesophyll structure on the leaf reflectance spectra at both visible and near infrared regions.The use of simulated spectra in studying the affecting factors of chlorophyll VIs was a successful trial,which showed consistent results with measured rice leaf spectra.It was confirmed that the use of model-simulated spectra was theoretically based,simple,and generally applicable.

Key words: Rice field, Bio-controlling, Phytoplankton, Biodiversity