Research on Accuracy and Stability of Inversing Vegetation Chlorophyll Content by Spectral Index Method
文献类型：期刊论文
| 作者 | Jiang Hai-ling1; Yang Hang1; Chen Xiao-ping1; Wang Shu-dong1; Li Xue-ke1; Liu Kai1; Cen Yi1 |
| 刊名 | SPECTROSCOPY AND SPECTRAL ANALYSIS
 |
| 出版日期 | 2015 |
| 卷号 | 35期号:4页码:543-554 |
| 关键词 | Spectral resampling Spectral indices Inversion of chlorophyll content Regression analysis Inversion accuracy and stability |
| 通讯作者 | Cen, Y (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China. |
| 英文摘要 | Spectral index method was widely applied to the inversion of crop chlorophyll content. In the present study, PSR3500 spectrometer and SPAD-502 chlorophyll fluorometer were used to acquire the spectrum and relative chlorophyll content (SPAD value) of winter wheat leaves on May 2nd 2013 when it was at the jointing stage of winter wheat. Then the measured spectra were resampled to simulate TM multispectral data and Hyperion hyperspectral data respectively, using the Gaussian spectral response function. We chose four typical spectral indices including normalized difference vegetation index (NDVI), triangle vegetation index (TM), the ratio of modified transformed chlorophyll absorption ratio index(MCARI) to optimized soil adjusted vegetation index(OSAVI) (MCARI/OSAVD and vegetation index based on universal pattern decomposition (VIUPD), which were constructed with the feature bands sensitive to the vegetation chlorophyll. After calculating these spectral indices based on the resampling TM and Hyperion data, the regression equation between spectral indices and chlorophyll content was established. For TM, the result indicates that VIUPD has the best correlation with chlorophyll (R-2 = 0.819 7) followed by NDVI (R-2 = 0.791 8), while MCARI/OSAVI and TVI also show a good correlation with R-2 higher than 0.5. For the simulated Hyperion data, VIUPD again ranks first with R-2 =0.817 1, followed by MCARI/OSAVI (R-2 = 0.658 6), while NDVI and TVI show very low values with R-2 less than 0.2. It was demonstrated that VIUPD has the best accuracy and stability to estimate chlorophyll of winter wheat whether using simulated TM data or Hyperion data, which reaffirms that VIUPD is comparatively sensor independent. The chlorophyll estimation accuracy and stability of MCARI/OSAVI also works well, partly because OSAVI could reduce the influence of backgrounds. Two broadband spectral indices NDVI and TVI are weak for the chlorophyll estimation of simulated Hyperion data mainly because of their dependence on few bands and the strong influence of atmosphere, solar altitude, viewing angle of sensor, background and so on. In conclusion, the stability and consistency of chlorophyll estimation is equally important to the estimation accuracy by spectral index method. VIUPD introduced in the study has the best performance to esti mate winter wheat chlorophyll, which illustrates its potential ability in the area of estimating vegetation biochemical parameters. |
| 研究领域[WOS] | Spectroscopy |
| 收录类别 | SCI ; EI |
| 语种 | 中文 |
| WOS记录号 | WOS:000352926900023 |
| 源URL | [http://ir.ceode.ac.cn/handle/183411/38454]  |
| 专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
| 作者单位 | 1.[Jiang Hai-ling] Peking Univ, Inst Remote Sensing & GIS, Beijing 100871, Peoples R China 2.[Jiang Hai-ling 3.Yang Hang 4.Wang Shu-dong 5.Li Xue-ke 6.Cen Yi] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China 7.[Chen Xiao-ping] Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China 8.[Liu Kai] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China |
| 推荐引用方式 GB/T 7714 | Jiang Hai-ling,Yang Hang,Chen Xiao-ping,et al. Research on Accuracy and Stability of Inversing Vegetation Chlorophyll Content by Spectral Index Method[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2015,35(4):543-554. |
| APA | Jiang Hai-ling.,Yang Hang.,Chen Xiao-ping.,Wang Shu-dong.,Li Xue-ke.,...&Cen Yi.(2015).Research on Accuracy and Stability of Inversing Vegetation Chlorophyll Content by Spectral Index Method.SPECTROSCOPY AND SPECTRAL ANALYSIS,35(4),543-554. |
| MLA | Jiang Hai-ling,et al."Research on Accuracy and Stability of Inversing Vegetation Chlorophyll Content by Spectral Index Method".SPECTROSCOPY AND SPECTRAL ANALYSIS 35.4(2015):543-554. |
入库方式： OAI收割
来源：遥感与数字地球研究所
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