Estimation of Static and Dynamic Urban Populations with Mobile Network Metadata

被引:31
作者
Khodabandelou, Ghazaleh [1 ]
Gauthier, Vincent [1 ]
Fiore, Marco [2 ]
El-Yacoubi, Mounim A. [1 ]
机构
[1] Univ Paris Saclay, SAMOVAR, CNRS, Telecom SudParis, F-91000 Evry, France
[2] CNR, I-10129 Turin, Italy
基金
欧盟地平线“2020”;
关键词
Population estimation; static population density; dynamic population density; mobile network metadata;
D O I
10.1109/TMC.2018.2871156
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Communication-enabled devices routinely carried by individuals have become pervasive, opening unprecedented opportunities for collecting digital metadata about the mobility of large populations. In this paper, we propose a novel methodology for the estimation of people density at metropolitan scales, using subscriber presence metadata collected by a mobile operator. Our approach suits the estimation of static population densities, i.e., of the distribution of dwelling units per urban area contained in traditional censuses. More importantly, it enables the estimation of dynamic population densities, i.e., the time-varying distributions of people in a conurbation. By leveraging substantial real-world mobile network metadata and ground-truth information, we demonstrate that the accuracy of our solution is superior to that granted by state-of-the-art methods in practical heterogeneous urban scenarios.
引用
收藏
页码:2034 / 2047
页数:14
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