Measuring intra-urban poverty using land cover and texture metrics derived from remote sensing data

被引:106
作者
Duque, Juan C. [1 ]
Patino, Jorge E. [1 ]
Ruiz, Luis A. [2 ]
Pardo-Pascual, Josep E. [2 ]
机构
[1] EAFIT Univ, Res Spatial Econ RiSE Grp, Dept Econ, Medellin, Colombia
[2] Univ Politecn Valencia, Geoenvironm Cartog & Remote Sensing Grp, Dept Cartog Engn Geodesy & Photogrammetry, E-46022 Valencia, Spain
关键词
Intra-urban poverty; Slum index; Remote sensing; Regional science; URBAN POVERTY; ACCRA; DETERMINANTS; NEIGHBORHOOD; CRIME; SLUMS; RATES;
D O I
10.1016/j.landurbplan.2014.11.009
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
This paper contributes empirical evidence about the usefulness of remote sensing imagery to quantify the degree of poverty at the intra-urban scale. This concept is based on two premises: first, that the physical appearance of an urban settlement is a reflection of the society; and second, that the people who reside in urban areas with similar physical housing conditions have similar social and demographic characteristics. We use a very high spatial resolution (VHR) image from one of the most socioeconomically divergent cities in the world, Medellin (Colombia), to extract information on land cover composition using per-pixel classification and on urban texture and structure using an automated tool for texture and structure feature extraction at object level. We evaluate the potential of these descriptors to explain a measure of poverty known as the Slum Index. We found that these variables explain up to 59% of the variability in the Slum Index. Similar approaches could be used to lower the cost of socioeconomic surveys by developing an econometric model from a sample and applying that model to the rest of the city and to perform intercensal or intersurvey estimates of intra-urban Slum Index maps. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:11 / 21
页数:11
相关论文
共 55 条
[1]   THE EFFECT OF DATA AGGREGATION ON A POISSON REGRESSION-MODEL OF CANADIAN MIGRATION [J].
AMRHEIN, CG ;
FLOWERDEW, R .
ENVIRONMENT AND PLANNING A-ECONOMY AND SPACE, 1992, 24 (10) :1381-1391
[2]  
[Anonymous], PUBLIC HLTH OBSERVAT
[3]  
[Anonymous], SATT WORLDS CIT 2006
[4]  
[Anonymous], 2009 URBAN REMOTE SE
[5]  
[Anonymous], 2013, Defining the spatial scale in modern regional analysis. Advances in spatial science
[6]  
[Anonymous], 2003, SLUMS WORLD FAC URB
[7]  
[Anonymous], 2012, WORLD URBANIZATION P
[8]  
[Anonymous], 2008, CLIM AD BERL
[9]  
[Anonymous], C PLAN URB REG INT S
[10]  
[Anonymous], SPATIAL ECONOMETRICS