Arid
DOI10.1080/00387010.2018.1523194
Estimation of leaf chlorophyll content and density in Populus euphratica based on hyperspectral characteristic variables
Wang, Jiaqiang1,2; Wu, Weimo2; Wang, Tianwei1; Cai, Chongfa1
通讯作者Wang, Jiaqiang
来源期刊SPECTROSCOPY LETTERS
ISSN0038-7010
EISSN1532-2289
出版年2018
卷号51期号:9页码:485-495
英文摘要

Chlorophylls are the most important pigments for photosynthesis and are related to the phenology and health status of plants. Monitoring the chlorophyll content and density of Populus euphratica leaves via remote sensing technology has great significance for restoring and reconstructing damaged desert ecosystems. In this study, Populus euphratica leaves were collected in the public welfare forest reserve of Awati county, Xinjiang, China. Spectral variables and the chlorophyll content and density of leaves were obtained, simple linear regression and multiple linear regression models were built to predict leaf chlorophyll content and density. The results showed that partial least-squares regression models are the most appropriate for chlorophyll content estimation and its determination coefficient and root mean square error were 0.630 similar to 0.745 and 0.031 similar to 0.240, respectively. The standard deviation to root mean square error ratio was greater than 1.8 and the ratio of the standard error of the laboratory to the standard error of prediction was close to 1 for the partial least-squares regression models. These results confirmed that chlorophyll content can be accurately predicted and the proposed partial least-squares regression models were adequate for estimating Populus euphratica chlorophyll content rapidly and nondestructively, representing an alternative to conventional measurement methods. The rapid monitoring of chlorophyll content can reflect the health condition of Populus euphratica in a timely manner and provide technical support for ecological reconstruction in arid areas.


英文关键词chlorophyll Populus euphratica hyperspectral variables
类型Article
语种英语
国家Peoples R China
收录类别SCI-E
WOS记录号WOS:000458894000004
WOS关键词PRINCIPAL COMPONENT ANALYSIS ; NITROGEN-CONTENT ; PIGMENT CONTENT ; LOWER REACHES ; WINTER-WHEAT ; TARIM RIVER ; WATER ; REFLECTANCE ; RETRIEVAL ; MODELS
WOS类目Spectroscopy
WOS研究方向Spectroscopy
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/213298
作者单位1.Huazhong Agr Univ, Coll Resources & Environm, Wuhan, Hubei, Peoples R China;
2.Tarim Univ, Coll Plant Sci, Alar, Xinjiang, Peoples R China
推荐引用方式
GB/T 7714
Wang, Jiaqiang,Wu, Weimo,Wang, Tianwei,et al. Estimation of leaf chlorophyll content and density in Populus euphratica based on hyperspectral characteristic variables[J],2018,51(9):485-495.
APA Wang, Jiaqiang,Wu, Weimo,Wang, Tianwei,&Cai, Chongfa.(2018).Estimation of leaf chlorophyll content and density in Populus euphratica based on hyperspectral characteristic variables.SPECTROSCOPY LETTERS,51(9),485-495.
MLA Wang, Jiaqiang,et al."Estimation of leaf chlorophyll content and density in Populus euphratica based on hyperspectral characteristic variables".SPECTROSCOPY LETTERS 51.9(2018):485-495.
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