An Efficient Graph-based Method for Long-term Land-use Change Statistics

被引:1
|
作者
Zhang, Yipeng [1 ,2 ]
Gao, Yunbing [1 ,2 ,3 ]
Gao, Bingbo [1 ,2 ]
Pan, Yuchun [1 ,2 ,4 ,5 ]
Yan, Mingyang [1 ,2 ,6 ]
机构
[1] Beijing Acad Agricultrue & Forestry Sci, Beijing Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
[2] Natl Engn Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
[3] China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
[4] Minist Agr, Key Lab Agriinformat, Beijing 100097, Peoples R China
[5] Beijing Engn Res Ctr Agr Internet Things, Beijing 100097, Peoples R China
[6] China Univ Min & Technol, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
关键词
land management; land-use change; spatio-temporal model; graph theory; network flow; SOIL-EROSION; MOISTURE; MODEL;
D O I
10.3390/su8010009
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Statistical analysis of land-use change plays an important role in sustainable land management and has received increasing attention from scholars and administrative departments. However, the statistical process involving spatial overlay analysis remains difficult and needs improvement to deal with mass land-use data. In this paper, we introduce a spatio-temporal flow network model to reveal the hidden relational information among spatio-temporal entities. Based on graph theory, the constant condition of saturated multi-commodity flow is derived. A new method based on a network partition technique of spatio-temporal flow network are proposed to optimize the transition statistical process. The effectiveness and efficiency of the proposed method is verified through experiments using land-use data in Hunan from 2009 to 2014. In the comparison among three different land-use change statistical methods, the proposed method exhibits remarkable superiority in efficiency.
引用
收藏
页数:14
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