Arid
DOI10.1080/10106049.2023.2190623
A multi-scale classification method for rocky desertification mapping in the red-bed area of northwestern, Jiangxi, China
Tan, Hao; Xie, Xiangjian; Sun, Junjun; Wang, Yuqian; Jiang, Yuhong; Huang, Shuaishuai
通讯作者Xie, XJ
来源期刊GEOCARTO INTERNATIONAL
ISSN1010-6049
EISSN1752-0762
出版年2023
卷号38期号:1
英文摘要Currently, the monitoring of rocky desertification(RD) is concentrated in the karst area, whereas the study in red-bed areas is rare. In this paper, we present a multi-scale classification framework for RD monitoring based on spectral-spatial features. At the pixel scale, we explored several spectral indices based on spectral statistics and separability analysis of land cover samples. The homogeneous land covers were classified by the decision rules from the selected spectral indices (such as NDIOI, NRRI and NDGI); At the patch scale, RD classes were further distinguished by spatial decision rules based on multiple neighborhood features including proximity, linear density, and buffer distance. The method was applied on an OLI image over the red-bed area of northwestern Jiangxi, south central China, and validated using ground-based observations. The experimental results of verification and comparison are satisfactory. This work demonstrates a methodological supplement to the monitoring of red bed RD.
英文关键词Rocky desertification red-bed multi-scale proximity buffer zone OBIA decision tree Landsat
类型Article
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:000954649200001
WOS关键词REMOTE-SENSING METHODS ; LAND-COVER ; GEOGRAPHIC INFORMATION ; SPECTRAL INDEXES ; VEGETATION ; SPECTROSCOPY ; DELINEATION ; EXTRACTION
WOS类目Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/396675
推荐引用方式
GB/T 7714
Tan, Hao,Xie, Xiangjian,Sun, Junjun,et al. A multi-scale classification method for rocky desertification mapping in the red-bed area of northwestern, Jiangxi, China[J],2023,38(1).
APA Tan, Hao,Xie, Xiangjian,Sun, Junjun,Wang, Yuqian,Jiang, Yuhong,&Huang, Shuaishuai.(2023).A multi-scale classification method for rocky desertification mapping in the red-bed area of northwestern, Jiangxi, China.GEOCARTO INTERNATIONAL,38(1).
MLA Tan, Hao,et al."A multi-scale classification method for rocky desertification mapping in the red-bed area of northwestern, Jiangxi, China".GEOCARTO INTERNATIONAL 38.1(2023).
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