Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1080/10106049.2023.2190623 |
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
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ISSN | 1010-6049 |
EISSN | 1752-0762 |
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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