Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3964/j.issn.1000-0593(2014)12-3358-05 |
Mahalanobis Distance Based Hyperspectral Characteristic Discrimination of Leaves of Different Desert Tree Species | |
Lin Hai-jun1; Zhang Hui-fang2; Gao Ya-qi2; Li Xia1; Yang Fan1; Zhou Yan-fei1 | |
通讯作者 | Gao Ya-qi |
来源期刊 | SPECTROSCOPY AND SPECTRAL ANALYSIS
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ISSN | 1000-0593 |
出版年 | 2014 |
卷号 | 34期号:12页码:3358-3362 |
英文摘要 | The hyperspectral reflectance of Populus euphratica, Tamarix hispida, Haloxylon ammodendron and Calligonum mongolicum in the lower reaches of Tarim River and Turpan Desert Botanical Garden was measured by using the HR-768 fieldportable spectroradiometer. The method of continuum removal, first derivative reflectance and second derivative reflectance were used to deal with the original spectral data of four tree species. The method of Mahalanobis Distance was used to select the bands with significant differences in the original spectral data and transform spectral data to identify the different tree species. The progressive discrimination analyses were used to test the selective bands used to identify different tree species. The results showed that The Mahalanobis Distance method was an effective method in feature band extraction. The bands for identifying different tree species were most near-infrared bands. The recognition accuracy of four methods was 85%, 93. 8%, 92. 4% and 95. 5% respectively. Spectrum transform could improve the recognition accuracy. The recognition accuracy of different research objects and different spectrum transform methods were different. The research provided evidence for desert tree species classification, monitoring biodiversity and the analysis of area in desert by using large scale remote sensing method. |
英文关键词 | Hyperspectral Desert tree species Mahalanobis Distance Stepwise discriminant analysis |
类型 | Article |
语种 | 中文 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000346224300039 |
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/2XILL650/185081 |
作者单位 | 1.Xinjiang Agr Univ, Coll Pratacultural & Environm Sci, Urumqi 830052, Peoples R China; 2.Xinjiang Acad Forestry Sci, Modern Forestry Inst, Urumqi 830000, Peoples R China |
推荐引用方式 GB/T 7714 | Lin Hai-jun,Zhang Hui-fang,Gao Ya-qi,et al. Mahalanobis Distance Based Hyperspectral Characteristic Discrimination of Leaves of Different Desert Tree Species[J],2014,34(12):3358-3362. |
APA | Lin Hai-jun,Zhang Hui-fang,Gao Ya-qi,Li Xia,Yang Fan,&Zhou Yan-fei.(2014).Mahalanobis Distance Based Hyperspectral Characteristic Discrimination of Leaves of Different Desert Tree Species.SPECTROSCOPY AND SPECTRAL ANALYSIS,34(12),3358-3362. |
MLA | Lin Hai-jun,et al."Mahalanobis Distance Based Hyperspectral Characteristic Discrimination of Leaves of Different Desert Tree Species".SPECTROSCOPY AND SPECTRAL ANALYSIS 34.12(2014):3358-3362. |
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