首页> 外文期刊>ISPRS Journal of Photogrammetry and Remote Sensing >WREP: A wavelet-based technique for extracting the red edge position from reflectance spectra for estimating leaf and canopy chlorophyll contents of cereal crops
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WREP: A wavelet-based technique for extracting the red edge position from reflectance spectra for estimating leaf and canopy chlorophyll contents of cereal crops

机译:WREP:一种基于小波的技术,可从反射光谱中提取红色边缘位置,以估计谷物作物的叶和冠层叶绿素含量

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摘要

Red edge position (REP), defined as the wavelength of the inflexion point in the red edge region (680760 nm) of the reflectance spectrum, has been widely used to estimate foliar chlorophyll content from reflectance spectra. A number of techniques have been developed for REP extraction in the past three decades, but most of them require data-specific parameterization and the consistence of their performance from leaf to canopy levels remains poorly understood. In this study, we propose a new technique (WREP) to extract REPs based on the application of continuous wavelet transform to reflectance spectra. The REP is determined by the zero-crossing wavelength in the red edge region of a wavelet transformed spectrum for a number of scales of wavelet decomposition. The new technique is simple to implement and requires no parameterization from the user as long as continuous wavelet transforms are applied to reflectance spectra. Its performance was evaluated for estimating leaf chlorophyll content (LCC) and canopy chlorophyll content (CCC) of cereal crops (i.e. rice and wheat) and compared with traditional techniques including linear interpolation, linear extrapolation, polynomial fitting and inverted Gaussian.
机译:红色边缘位置(REP)定义为反射光谱的红色边缘区域中的拐点波长(680760 nm),已广泛用于根据反射光谱估算叶绿素含量。在过去的三十年中,已经开发了许多用于REP提取的技术,但是大多数技术都需要特定于数据的参数设置,并且从叶到冠层水平的性能一致性还鲜为人知。在这项研究中,我们提出了一种新技术(WREP),它基于连续小波变换在反射光谱上的应用来提取REP。对于许多小波分解尺度,REP由小波变换频谱的红色边缘区域中的零交叉波长确定。只要将连续的小波变换应用于反射光谱,新技术就易于实施,并且不需要用户进行任何参数设置。评估了其性能,以估计谷物作物(即水稻和小麦)的叶绿素含量(LCC)和冠层叶绿素含量(CCC),并与包括线性插值,线性外推,多项式拟合和反高斯的传统技术进行了比较。

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  • 作者单位

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

    Nanjing Agr Univ, NETCIA, Jiangsu Key Lab Informat Agr, Nanjing 210095, Jiangsu, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Chlorophyll content; Red edge position; Wavelet; Rice; Wheat;

    机译:叶绿素含量;红边位置;小波;米;小麦;

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