Arid
DOI10.7780/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
ISSN1225-6161
EISSN2287-9307
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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