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基于函数拟合的玉米叶片反射光谱时间变化规律分析
引用本文:瞿瑛,刘素红,李小文. 基于函数拟合的玉米叶片反射光谱时间变化规律分析[J]. 光谱学与光谱分析, 2013, 33(1): 131-135. DOI: 10.3964/j.issn.1000-0593(2013)01-0131-05
作者姓名:瞿瑛  刘素红  李小文
作者单位:1. 北京师范大学地理学与遥感科学学院, 北京 100875
2. 北京师范大学遥感科学国家重点实验室, 北京 100875
3. 北京师范大学环境与数字城市北京市重点实验室, 北京 100875
基金项目:国家高技术研究发展计划(863计划)项目(2009AA122100)和国家自然科学基金项目(41171262)资助
摘    要:为了探索玉米(Zea mays L.)叶片反射光谱时间变化规律,对21个叶位的玉米叶片进行了每天一次的反射光谱测量,获得了玉米活体叶片整个生命周期反射光谱数据1 261条。在此基础上采用光谱相关图方法,对400~960 nm的可见光、近红外波段的玉米叶片反射光谱进行分段拟合,获得了7个表征玉米叶片反射光谱时间变化规律的拟合参数,并对这7个参数的时间变化趋势采用二元二次多项式进行拟合。结果表明该方法对单片叶片反射光谱的拟合效果非常理想,其中98.7%的叶片反射光谱拟合复相关系数r大于0.99,80.9%的叶片反射光谱拟合均方根误差RMSE小于0.001 5。将所有数据的拟合结果与原始数据进行比较,复相关系数r为0.9978,均方根误差RMSE为0.010 5,拟合结果表明该方法较好地保持了反射光谱时间变化的趋势,能够充分利用叶片反射光谱的相关性,有效地表征玉米叶片反射光谱随时间变化的规律。

关 键 词:反射光谱  时间变化  函数拟合  玉米叶片   
收稿时间:2012-06-06

Temporal Variation Analysis for Spectral Reflectance of Maize Leaves Using a Fitting Method
QU Ying,LIU Su-hong,,LI Xiao-wen. Temporal Variation Analysis for Spectral Reflectance of Maize Leaves Using a Fitting Method[J]. Spectroscopy and Spectral Analysis, 2013, 33(1): 131-135. DOI: 10.3964/j.issn.1000-0593(2013)01-0131-05
Authors:QU Ying  LIU Su-hong    LI Xiao-wen
Affiliation:1. School of Geography, Beijing Normal University, Beijing 100875, China2. State Key Laboratory of Remote Sensing Science, Beijing Normal University, Beijing 100875, China3. Beijing Key Laboratory for Remote Sensing of Environment and Digital Cities, Beijing Normal University, Beijing 100875, China
Abstract:The present study is to investigate the temporal variation patterns through the dataset of spectral reflectance of maize leaf using a fitting method. In the field experiment, 1 261 pieces of spectral reflectance of maize leaves at different leaf positions were measured every day during its life cycle. After signal/noise analysis, the visible and near infrared (VNIR) band (400~960 nm) was selected in this study. The spectral reflectance was fitted using a spectral scatter diagram (SSD) method. Seven fitting coefficients were employed to denote the temporal variation patterns of maize leaf, which can also be fitted by bi-variate quadratic functions. The comparison of the fitted results with the original measurement data shows that the fitting results are reasonably good, where for 98.7% leaves r is larger than 0.99, and for 80.9% leaves RMSE is less than 0.001 5. All the fitted spectral reflectance is compared with the original measurement data, where r is 0.997 8, and RMSE is 0.0105. The results show that this method is particularly suitable for presenting the temporal variation patterns of the spectral reflectance of maize leaves.
Keywords:Spectral reflectance  Temporal variation  Fitting  Maize leaf
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