Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1109/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
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ISSN | 1939-1404 |
EISSN | 2151-1535 |
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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