Spatio-temporal modelling of informal settlement development in Sancaktepe district, Istanbul, Turkey

被引:129
作者
Dubovyk, Olena [1 ]
Sliuzas, Richard [1 ]
Flacke, Johannes [1 ]
机构
[1] Univ Twente, Fac Geoinformat Sci & Earth Observat ITC, NL-7500 AA Enschede, Netherlands
关键词
Spatio-temporal analysis; Logistic regression modelling; GIS; Informal settlements; Istanbul; WATER RESOURCE BASINS; LAND-COVER CHANGE; URBAN; SIMULATION; URBANIZATION; RESERVOIR; IMPACTS; AREA;
D O I
10.1016/j.isprsjprs.2010.10.002
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
In less developed countries, the recent high rates of urban expansion are often associated with the emergence of informal settlements that may exaggerate social and environmental problems and impede sustainable development. An enhanced understanding of informal development may, therefore, be a key for future success in its effective management. This paper explores the possibilities offered by progress in Geo-Information Science and spatial modelling to improve understanding of informal settlement development through comprehensive spatio-temporal analyses. First, it investigates spatial and temporal patterns of the growth of the informal settlements in Sancaktepe district of Istanbul between 1990 and 2005. Second, using a logistic regression model, an analysis of the driving forces of informal development and prediction of probable locations of new informal settlements are performed. A list of spatial factors that are correlated to informal development is compiled and used to build six logistic regression models for different time steps between 1990 and 2005. Population density, slope, and proportion of informal settlements in the neighbourhood were found to be the main predictors influencing the spatial development of informal settlements during the study period. The performance of the models is evaluated and validated to identify those which best explain the informal development in the study area. As a result, three models built for 1990-1995 and 1995-2000 were selected to generate probability maps of informal settlement development, showing the likelihood for each location to be informally developed in the future. These results can be used as a basis for the evaluation of the process of informal development in other parts of Istanbul, as well as in other cities and countries. At the same time, the technique may serve as a decision-making tool for urban planners and policy makers. (C) 2010 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS). Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:235 / 246
页数:12
相关论文
共 66 条
  • [1] An analysis of informal settlement upgrading and critique of existing methodological approaches
    Abbott, J
    [J]. HABITAT INTERNATIONAL, 2002, 26 (03) : 303 - 315
  • [2] Abbott J., 1996, SHARING CITY COMMUNI
  • [3] [Anonymous], ENCY STAT SCI
  • [4] [Anonymous], 1985, A PRACTICAL APPROACH
  • [5] [Anonymous], SLUMS WORLD FAC URB
  • [6] [Anonymous], 2009, MILL DEV GOALS REP
  • [7] [Anonymous], 2004, Applied linear regression models
  • [8] Batty M., 1999, Computers, Environment and Urban Systems, V23, P205, DOI 10.1016/S0198-9715(99)00015-0
  • [9] A relatively less polluted drinking water reservoir of Metropolitan Istanbul near the Black Sea coast
    Baykal, BB
    Tanik, A
    Gonenc, E
    [J]. WATER SCIENCE AND TECHNOLOGY, 1999, 39 (08) : 147 - 153
  • [10] Brown D.G., 2004, LAND CHANGE SCI, P395, DOI [10.1007/978-1-4020-2562-423, DOI 10.1007/978-1-4020-2562-423, DOI 10.1007/978-1-4020-2562-4_23]