Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.7780/kjrs.2011.27.5.601 |
Hotspot Detection for Land Cover Changes Using Spatial Statistical Methods | |
Lee, Jeong-Hun; Kim, Sang-Il; Han, Kyung-Soo; Lee, Yang-Won | |
通讯作者 | Lee, JH |
来源期刊 | KOREAN JOURNAL OF REMOTE SENSING
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ISSN | 1225-6161 |
EISSN | 2287-9307 |
出版年 | 2011 |
卷号 | 27期号:5页码:601-611 |
英文摘要 | Land cover changes are occurring for a variety of reasons such as urbanization, infrastructure construction, desertification, drought, flood, and so on. Many researchers have studied the cause and effect of land cover changes, and also the methods for change detection. However, most of the detection methods are based on the dichotomy of "change" and "not change" according a threshold value. In this paper, we present a change detection method with the integration of probability, spatial autocorrelation, and hotspot detection. We used the AMOEBA (A Multidirectional Ecotope-Based Algorithm) and developed the AMOEBA-CH (core hotspot) because the original algorithm tends to produce too many clusters. Our method considers the probability of land cover changes and the spatial interactions between each pixel and its neighboring pixels using a local spatial autocorrelation measure. The core hotspots of land cover changes can be delineated by a contiguity-dominance model of our AMOEBA-CH method. We tested our algorithm in a simulation for land cover changes using NDVI (Normalized Difference Vegetation Index) data in South Korea between 2000 and 2008. |
英文关键词 | change detection NDVI land cover change spatial autocorrelation AMOEBA |
类型 | Article |
语种 | 其他 |
开放获取类型 | Bronze |
收录类别 | ESCI |
WOS记录号 | WOS:000410192900009 |
WOS类目 | Remote Sensing |
WOS研究方向 | Remote Sensing |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/329790 |
作者单位 | [Lee, Jeong-Hun; Kim, Sang-Il; Han, Kyung-Soo; Lee, Yang-Won] Pukyong Natl Univ, Dept Spatial Informat Engn, Busan, South Korea |
推荐引用方式 GB/T 7714 | Lee, Jeong-Hun,Kim, Sang-Il,Han, Kyung-Soo,et al. Hotspot Detection for Land Cover Changes Using Spatial Statistical Methods[J],2011,27(5):601-611. |
APA | Lee, Jeong-Hun,Kim, Sang-Il,Han, Kyung-Soo,&Lee, Yang-Won.(2011).Hotspot Detection for Land Cover Changes Using Spatial Statistical Methods.KOREAN JOURNAL OF REMOTE SENSING,27(5),601-611. |
MLA | Lee, Jeong-Hun,et al."Hotspot Detection for Land Cover Changes Using Spatial Statistical Methods".KOREAN JOURNAL OF REMOTE SENSING 27.5(2011):601-611. |
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