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Estimation of chlorophyll content in intertidal mangrove leaves with different thicknesses using hyperspectral data

机译:利用高光谱数据估算不同厚度的潮间带红树林叶片中的叶绿素含量

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Mangrove forests worldwide are mostly degrading and the degradation can be monitored by the leaf chlorophyll (Chl) content, which can be estimated from a quick non-destructive remote measurement. Although there are extensive studies on spectrometric remote sensing methods, few studies on intertidal mangroves are available, and the non-destructive Chl content monitoring method for mangrove with unique leaf characteristics has not been proposed. To develop a valid, non-destructive method for Chl estimation, this study examined nine commonly used vegetation indexes (VIs) for both adaxial and abaxial leaf surfaces of four mangrove species with different leaf thicknesses. Results showed that the modified Datt index (MDATT) was the most effective for estimating the Chl content for both leaf surfaces of various species. An improved MDATT index (IMDATT), in the form of (R-527-R-746)/(R-527-R-747), performed best with r = -0.88 and RMSE = 8.70 mu g/cm(2), among all the optimal VIs tested, and proved to be applicable to monitor Chl content with low sensitivity to the variations of leaf surfaces. It proved to be applicable to monitor Chl content in the validation data sets of all species (r = 0.87 and RMSE = 8.20 mu g/cm(2)) and it could be more effective for specific species, with larger r and smaller RMSE. In addition, the different performances of IMDATT could be attributed to the species, as well as the leaf thickness. In conclusion, IMDATT could be broadly applicable to intertidal mangrove plants, especially for species with thin leaves. The research provides a robust tool for monitoring mangrove Chl content.
机译:世界范围内的红树林大多处于退化状态,并且可以通过叶片叶绿素(Chl)的含量来监测其退化,而叶绿素的含量可以通过快速的无损远程测量来估算。尽管对光谱遥感方法进行了广泛的研究,但关于潮间带红树林的研究却很少,并且尚未提出针对具有独特叶片特征的红树林的无损Chl含量监测方法。为了开发一种有效的Chl估计非破坏性方法,本研究针对四种具有不同叶厚的红树林物种的正反叶表面检查了九种常用的植被指数(VI)。结果表明,改良的Datt指数(MDATT)对于估计各种物种的两个叶片表面的Chl含量最有效。 (R-527-R-746)/(R-527-R-747)形式的改进MDATT指数(IMDATT)在r = -0.88和RMSE = 8.70μg / cm时表现最佳(2)在所有经过测试的最佳VI中,并被证明可用于监测Chl含量,并且对叶片表面的变化不敏感。它被证明可用于监测所有物种的验证数据集中的Chl含量(r = 0.87和RMSE = 8.20μg / cm(2)),并且对于较大r和较小RMSE的特定物种可能更有效。此外,IMDATT的不同性能可能归因于该物种以及叶片厚度。总之,IMDATT可以广泛应用于潮间带红树林植物,尤其是叶片较薄的物种。该研究为监测红树林Chl含量提供了一个强大的工具。

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