Urban Growth Process in Greater Accra Metropolitan Area: Characterization Using Fractal Analysis

被引:10
作者
Bonsu, Kofi [1 ,2 ]
Bonin, Olivier [1 ]
机构
[1] Univ Gustave Eiffel, Lab Ville Mobil Transport, 6-8 Ave Blaise Pascal, Champs Sur Marne, France
[2] Univ Mines & Technol, Geomat Engn Dept, Tarkwa, Ghana
关键词
Fractal dimensions; Landcover; Urban growth; Image classification; Logistic regression; Mathematical morphology; GEOMETRY; CENTERS;
D O I
10.1007/s41651-023-00149-x
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Rapid urbanization has many social and environmental impacts, so it is important to be able to monitor its evolution and try to limit its extent and effects. In countries without geographic or statistical information system, satellite images are the main source of data to observe and quantify this phenomenon at the scale of a metropolitan area. This paper introduces a methodology that utilizes satellite images to extract vital information for analyzing urban growth. The method focuses on determining the density of built-up areas, the homogeneity of these built-up areas and their boundaries, and the structuring of their agglomeration into centers and subcenters. This enables the assessment of phenomena such as urban sprawl, leapfrog development, and area saturation. The approach combines local fractal analysis and mathematical morphology techniques to derive the desired information. Their usefulness is illustrated by a qualitative analysis of the growth of the Greater Accra Metropolitan Area (GAMA), Ghana, as well as in a preliminary neural network modeling of the urbanization process of this same area.
引用
收藏
页数:19
相关论文
共 45 条
[1]   Land-Use/Land-Cover Change Analysis and Urban Growth Modelling in the Greater Accra Metropolitan Area (GAMA), Ghana [J].
Addae, Bright ;
Oppelt, Natascha .
URBAN SCIENCE, 2019, 3 (01)
[2]  
Akibia EKJ., 2019, LAND-BASEL, V9, P1
[3]   Unravelling the Frontiers of Urban Growth: Spatio-Temporal Dynamics of Land-Use Change and Urban Expansion in Greater Accra Metropolitan Area, Ghana [J].
Akubia, John E. K. ;
Bruns, Antje .
LAND, 2019, 8 (09)
[4]  
[Anonymous], 1994, Fractal cities: a geometry of form and function
[5]  
Appiah ST., 2018, Ghana Min J, V18, P78, DOI [10.4314/gm.v18i1.10, DOI 10.4314/GM.V18I1.10]
[6]   Preliminary evidence for a theory of the fractal city [J].
Batty, M ;
Xie, Y .
ENVIRONMENT AND PLANNING A, 1996, 28 (10) :1745-1762
[7]   URBAN-GROWTH AND FORM - SCALING, FRACTAL GEOMETRY, AND DIFFUSION-LIMITED AGGREGATION [J].
BATTY, M ;
LONGLEY, P ;
FOTHERINGHAM, S .
ENVIRONMENT AND PLANNING A, 1989, 21 (11) :1447-1472
[8]  
Bonin O., 2017, Exploration trans-echelles d'une ville nouvelle a l'aide de l'analyse
[9]   Using multi-source geospatial big data to identify the structure of polycentric cities [J].
Cai, Jixuan ;
Huang, Bo ;
Song, Yimeng .
REMOTE SENSING OF ENVIRONMENT, 2017, 202 :210-221
[10]   LOGISTIC MODELS OF FRACTAL DIMENSION GROWTH OF URBAN MORPHOLOGY [J].
Chen, Yan-Guang .
FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2018, 26 (03)