Detection and Classification of Grassland with Stellera chamaejasme through HJ-1A Hyperspectral Image in Northern Tibet
Guo, Fenfen1; Xiao, Jingjing2; Fan, Jianrong3
2017
会议日期2016
会议地点Zhuhai, PEOPLES R CHINA
关键词Northern Tibet Stellera Chamaejasme. Grassland Degradation Hj-1a Hyperspectral
页码453-459
通讯作者Guo, Fenfen
英文摘要

Stellera chamaejasme is the most typical invasive plant in North Tibet. Monitoring the distribution of the Stellera chamaejasme is the prerequisite for grassland quality evaluation or management. In this paper, the hyperspectral image of HJ-1A satellite (HJ-1A HSI) was used to monitor the Stellera chamaejasme in the northern region of Xainza. Linear Spectral Unmixing (LSU) algorithm was used to get the abundances of six landuse types(include grassland with Stellera chamaejasme) based on HSI. Feature extraction method of principle component analysis (PCA) was used to compress the HSI information into five bands. And then, maximum likelihood classifier(MLC) was applied to the six abundances and the first five principal components for getting the classification result. The result showed that the classification result of LSU-MLC was better than PCA5-MLC, the mapping accuracy of Stellera chamaejasme grassland based on both methods were all greater than 91%, the user accuracy was all greater than 66%. We concluded that HJ-1A HSI can be used to detect and classify Stellera chamaejasme in northern Tibet. In addition, we got the spatial distribution characteristics of Stellera chamaejasme by overlay analysis of classification result with the terrain factors: the Stellera chamaejasme mainly distributed in the area with elevation between 4500 and 4800m, slope less than 10 degrees and mostly in the Southwest aspect, where radiation and hydrothermal condition were favorable.

会议录6th International Conference on Energy, Environment and Sustainable Development (ICEESD) ; PROCEEDINGS OF THE 2017 6TH INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENT AND SUSTAINABLE DEVELOPMENT (ICEESD 2017) (AER-Advances in Engineering Research Vol.129)
会议录出版者ATLANTIS PRESS, 29 AVENUE LAVMIERE, PARIS, 75019, FRANCE
会议录出版地PARIS, FRANCE
语种英语
ISSN号2352-5401
ISBN号978-94-6252-328-9
WOS记录号WOS:000414083700102
内容类型会议论文
源URL[http://ir.imde.ac.cn/handle/131551/20696]  
专题中国科学院水利部成都山地灾害与环境研究所
作者单位1.SOA, Inst Oceanog 2, Hangzhou 310012, Zhejiang, Peoples R China
2.Zhejiang Climate Ctr, Hangzhou 310012, Zhejiang, Peoples R China
3.Chinese Acad Sci & Minist Water Conservancy, Inst Mt Hazards & Environm, Chengdu 610041, Sichuan, Peoples R China
推荐引用方式
GB/T 7714
Guo, Fenfen,Xiao, Jingjing,Fan, Jianrong. Detection and Classification of Grassland with Stellera chamaejasme through HJ-1A Hyperspectral Image in Northern Tibet[C]. 见:. Zhuhai, PEOPLES R CHINA. 2016.
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