Literature DB >> 25232053

Universal predictability of mobility patterns in cities.

Xiao-Yong Yan1, Chen Zhao2, Ying Fan2, Zengru Di2, Wen-Xu Wang3.   

Abstract

Despite the long history of modelling human mobility, we continue to lack a highly accurate approach with low data requirements for predicting mobility patterns in cities. Here, we present a population-weighted opportunities model without any adjustable parameters to capture the underlying driving force accounting for human mobility patterns at the city scale. We use various mobility data collected from a number of cities with different characteristics to demonstrate the predictive power of our model. We find that insofar as the spatial distribution of population is available, our model offers universal prediction of mobility patterns in good agreement with real observations, including distance distribution, destination travel constraints and flux. By contrast, the models that succeed in modelling mobility patterns in countries are not applicable in cities, which suggests that there is a diversity of human mobility at different spatial scales. Our model has potential applications in many fields relevant to mobility behaviour in cities, without relying on previous mobility measurements.
© 2014 The Author(s) Published by the Royal Society. All rights reserved.

Entities:  

Keywords:  city scale; human mobility; population-weighted opportunities model; trip distribution model

Mesh:

Year:  2014        PMID: 25232053      PMCID: PMC4191116          DOI: 10.1098/rsif.2014.0834

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


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