Arid
DOI10.1109/JSTARS.2015.2419225
Inverse Retrieval of Chlorophyll From Reflected Spectra for Assimilating Branches of Drought-Tolerant Tamarix ramosissima
Zhang, Sinan1,2; Wang, Quan3
通讯作者Zhang, Sinan
来源期刊IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
ISSN1939-1404
EISSN2151-1535
出版年2015
卷号8期号:4页码:1498-1505
英文摘要

Leaf chlorophyll content is a critical indicator for the better understanding of the featured carbon cycle and ecosystem functions in arid regions. The potential applicability of the inverse retrieval of chlorophyll via the radiative transfer model PROSPECT has been intensively examined in this study for a dominant species in desert ecosystems, Tamarix ramosissima, in central Asia, which has distinct structural features of xeromorphism and its young twig functioned as "assimilating organisms." This study revealed that the performance of the inverse retrieval based on the original version of PROSPECT-4 was poor with very low accuracy. As a comparison, its calibrated version was capable of accurate retrieval of chlorophyll content, which recorded an R-2 (coefficient of determination) of 0.47 with a root mean square error (RMSE) of 28.79 mg/m(2), over the entire measured chlorophyll range, from 57.37 to 202.27 mg/m(2). The model calibration is not considered to be overfitting since the tenfold cross-validation shows a close RMSE value of 26.19 mg/m(2). The effects of the percentage of training dataset for calibration and the number of calibration repeats have also been intensively investigated in this study. Despite some inherent defects of applying broadleaf-oriented PROSPECT on assimilating branches, it remains a feasible selection to inversely retrieve the chlorophyll content from the reflectance and thus provides a base for investigating the chlorophyll content of desert plants using hyperspectral remote sensing.


英文关键词Calibration chlorophyll inversion PROSPECT Tamarix ramosissima
类型Article
语种英语
国家Peoples R China ; Japan
收录类别SCI-E
WOS记录号WOS:000358568900011
WOS关键词LEAF OPTICAL-PROPERTIES ; RADIATIVE-TRANSFER MODELS ; GLOBAL CARBON BALANCE ; HYPERSPECTRAL DATA ; SOIL RESPIRATION ; CONIFER NEEDLES ; DESERT PLANT ; CANOPY LEVEL ; PROSPECT ; INDEXES
WOS类目Engineering, Electrical & Electronic ; Geography, Physical ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology
来源机构中国科学院新疆生态与地理研究所
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/187802
作者单位1.Chinese Acad Sci, Xinjiang Inst Ecol & Geog, Urumqi 830011, Peoples R China;
2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China;
3.Shizuoka Univ, Grad Sch Agr, Shizuoka 4228529, Japan
推荐引用方式
GB/T 7714
Zhang, Sinan,Wang, Quan. Inverse Retrieval of Chlorophyll From Reflected Spectra for Assimilating Branches of Drought-Tolerant Tamarix ramosissima[J]. 中国科学院新疆生态与地理研究所,2015,8(4):1498-1505.
APA Zhang, Sinan,&Wang, Quan.(2015).Inverse Retrieval of Chlorophyll From Reflected Spectra for Assimilating Branches of Drought-Tolerant Tamarix ramosissima.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,8(4),1498-1505.
MLA Zhang, Sinan,et al."Inverse Retrieval of Chlorophyll From Reflected Spectra for Assimilating Branches of Drought-Tolerant Tamarix ramosissima".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 8.4(2015):1498-1505.
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