Urban segregation on multilayered transport networks: a random walk approach

被引:4
作者
Neira, Mateo [1 ,2 ]
Molinero, Carlos [2 ]
Marshall, Stephen [3 ]
Arcaute, Elsa [1 ,2 ]
机构
[1] Alan Turing Inst, British Lib, London NW1 2DB, England
[2] UCL, Ctr Adv Spatial Anal, London W1T 4TJ, England
[3] UCL, Bartlett Sch Planning, London WC1H 0QB, England
关键词
MULTIGROUP; MODELS;
D O I
10.1038/s41598-024-58932-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a novel method for analysing socio-spatial segregation in cities by considering constraints imposed by transportation networks. Using a multilayered network approach, we model the interaction probabilities of socio-economic groups with random walks and Levy flights. This method allows for evaluation of new transport infrastructure's impact on segregation while quantifying each network's contribution to interaction opportunities. The proposed random walk segregation index measures the probability of individuals encountering diverse social groups based on their available means of transit via random walks. The index incorporates temporal constraints in urban mobility with a parameter, alpha is an element of [ 0 , 1 ) \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\alpha \in [0,1)$$\end{document} , of the probability of the random walk continuing at each time step. By applying this to a toy model and conducting a sensitivity analysis, we explore how the index changes dependent on this temporal constraint. When the parameter equals zero, the measure simplifies to an isolation index. When the parameter approaches one it represents the city's overall socio-economic distribution by mirroring the steady-state of the random walk process. Using Cuenca, Ecuador as a case study, we illustrate the method's applicability in transportation planning as a valuable tool for policymakers, addressing spatial distribution of socio-economic groups and the connectivity of existing transport networks, thus promoting equitable interactions throughout the city.
引用
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页数:14
相关论文
共 44 条
[1]   The scales of human mobility [J].
Alessandretti, Laura ;
Aslak, Ulf ;
Lehmann, Sune .
NATURE, 2020, 587 (7834) :402-+
[2]   Evidence for a conserved quantity in human mobility [J].
Alessandretti, Laura ;
Sapiezynski, Piotr ;
Sekara, Vedran ;
Lehmann, Sune ;
Baronchelli, Andrea .
NATURE HUMAN BEHAVIOUR, 2018, 2 (07) :485-491
[3]   Estimating experienced racial segregation in US cities using large-scale GPS data [J].
Athey, Susan ;
Ferguson, Billy ;
Gentzkow, Matthew ;
Schmidt, Tobias .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2021, 118 (46)
[4]   RANDOM WALK-BASED SEGREGATION MEASURES [J].
Ballester, Coralio ;
Vorsatz, Marc .
REVIEW OF ECONOMICS AND STATISTICS, 2014, 96 (03) :383-401
[5]  
Barthelemy M, 2016, The Structure and Dynamics of Cities, V1st, DOI DOI 10.1017/9781316271377
[6]  
Batty M, 2013, NEW SCIENCE OF CITIES, P1
[7]   OSMnx: New methods for acquiring, constructing, analyzing, and visualizing complex street networks [J].
Boeing, Geoff .
COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2017, 65 :126-139
[8]   Intermediate cities in Latin America risk and opportunities of coherent urban development [J].
Bolay, JC ;
Rabinovich, A .
CITIES, 2004, 21 (05) :407-421
[9]   Crises and Collective Socio-Economic Phenomena: Simple Models and Challenges [J].
Bouchaud, Jean-Philippe .
JOURNAL OF STATISTICAL PHYSICS, 2013, 151 (3-4) :567-606
[10]   Rethinking the Creative City: The Role of Complexity, Networks and Interactions in the Urban Creative Economy [J].
Comunian, Roberta .
URBAN STUDIES, 2011, 48 (06) :1157-1179