Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.proenv.2011.09.374 |
A Study on the land cover classification of arid region based on Multi-temporal TM images | |
Li, Haoxu; Xie, Yaowen; Yu, Lin; Wang, Lijun | |
通讯作者 | Li, Haoxu |
会议名称 | 3rd International Conference on Environmental Science and Information Application Technology (ESIAT) |
会议日期 | AUG 20-21, 2011 |
会议地点 | Xian, PEOPLES R CHINA |
英文摘要 | For the fragile-ecosystem arid land, the macro and integral information about the land cover types and area is important for the restoration and the improvement of the ecological environment. In this paper, the arid Gaotai County of Gansu Province, China, was taken as a study case to discuss classified method of the arid land based on various indexes. Taking the advantages of different temporal images into account, two TM images acquired in October and June respectively were selected to conduct the research. Firstly, a series of indexes such as NDVI, vegetation coverage, MNDWI, Albedo, Wetness and SI were calculated. Secondly, combining Robert algorithms and artificial experience methods, the integrated index threshold for distinguishing vegetation from other land types was calculated. Thirdly, using the threshold and decision tree classifier, the middle-high and low coverage vegetation were extracted from both two images. Fourthly, the vegetation areas from two images were combined to form the total vegetation cover types (Oasis), which was used to mask October images, and the outside of mask area was continually classified into the types such as the salinization land, water, bare land and wetlands and other land cover types with decision tree classifier. At last, combining all cover types together, the land cover classification map of whole county was produced. Compared with the land cover types interpreted from the high resolution images and field investigation points, this method was found achieving the accuracy of 91.5%. (C) 2011 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of Conference ESIAT2011 Organization Committee. |
英文关键词 | Decision Tree MNDWI vegetation coverage Albedo SI Wetness |
来源出版物 | 2011 3RD INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND INFORMATION APPLICATION TECHNOLOGY ESIAT 2011, VOL 10, PT C |
ISSN | 1878-0296 |
出版年 | 2011 |
卷号 | 10 |
页码 | 2406-2412 |
EISBN | ***************** |
出版者 | ELSEVIER SCIENCE BV |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | Peoples R China |
收录类别 | CPCI-S |
WOS记录号 | WOS:000312275800082 |
WOS类目 | Engineering, Multidisciplinary ; Environmental Sciences |
WOS研究方向 | Engineering ; Environmental Sciences & Ecology |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/299443 |
作者单位 | Lanzhou Univ, Minist Educ, Key Lab W Chinas Environm Syst, Lanzhou 730000, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Haoxu,Xie, Yaowen,Yu, Lin,et al. A Study on the land cover classification of arid region based on Multi-temporal TM images[C]:ELSEVIER SCIENCE BV,2011:2406-2412. |
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