High-resolution land use and land cover change analysis using GEOBIA and landscape metrics: A case of Istanbul, Turkey

被引:12
|
作者
Topaloglu, Raziye Hale [1 ]
Aksu, Gul Asli [2 ]
Ghale, Yusuf Alizade Govarchin [3 ]
Sertel, Elif [4 ]
机构
[1] Istanbul Tech Univ, Grad Sch Sci Engn & Technol, Grad Program Geomat Engn, Istanbul, Turkey
[2] Kastamonu Univ, Dept Landscape Architecture, Fac Engn & Architecture, Kastamonu, Turkey
[3] Istanbul Tech Univ, Eurasia Inst Earth Sci, Climate & Marine Sci Dept, Istanbul, Turkey
[4] Istanbul Tech Univ, Dept Geomat Engn, Fac Civil Engn, Istanbul, Turkey
关键词
Geographic Object-Based Image Analysis (GEOBIA); CORINE; URBAN ATLAS; SPOT; Landscape Metrics; SATELLITE IMAGERY; CLASSIFICATION; SEGMENTATION; URBANIZATION; ALGORITHMS; PATTERN; AREA;
D O I
10.1080/10106049.2021.2012273
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Determination of the spatio-temporal distribution of Land use and Land cover (LU/LC) is important to understand the dynamics of urbanization, agricultural abandonment, and industrialization. This study aims to create multi-temporal high-resolution LU/LC maps and analyze thematically extensive LU/LC changes using Geographic Object-Based Image Analysis (GEOBIA) and Landscape Metrics for the selected study region in the Istanbul metropolitan city of Turkey. HR SPOT 6/7 images acquired in 2009, 2013, and 2019 were used as main Earth Observation data to create LU/LC maps. Open-source geospatial data were also integrated into classification to better identify some LU/LC classes to increase total classification accuracy. Overall classification accuracy of 2009, 2013, and 2019 dated LU/LC maps are 87.45%, 88.16%, 90.74% respectively. Principal Component Analysis (PCA) and Pearson correlation were used to selecting the landscape metrics and evaluate the results. PCA resulted in three principal components and the total variance was found as 87.3%.
引用
收藏
页码:9071 / 9097
页数:27
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