Dynamic population mapping using mobile phone data

被引:596
作者
Deville, Pierre [1 ,2 ,3 ,4 ]
Linard, Catherine [4 ,5 ]
Martin, Samuel [6 ]
Gilbert, Marius [4 ,5 ]
Stevens, Forrest R. [7 ]
Gaughan, Andrea E. [7 ]
Blondel, Vincent D. [1 ]
Tatem, Andrew J. [8 ,9 ,10 ]
机构
[1] Catholic Univ Louvain, Dept Appl Math, B-1348 Louvain La Neuve, Belgium
[2] Northeastern Univ, Ctr Complex Network Res, Boston, MA 02115 USA
[3] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
[4] Fonds Natl Rech Sci, B-1000 Brussels, Belgium
[5] Univ Libre Bruxelles, B-1050 Brussels, Belgium
[6] Univ Lorraine, CNRS, Ctr Rech Automat Nancy, UMR 7039, F-54518 Vandoeuvre Les Nancy, France
[7] Univ Louisville, Dept Geog & Geosci, Louisville, KY 40292 USA
[8] Univ Southampton, Dept Geog & Environm, Southampton SO17 1BJ, Hants, England
[9] NIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
[10] Flowminder Fdn, S-17177 Stockholm, Sweden
关键词
population distribution; phone calls; human mobility; census; remote sensing; PREDICTABILITY; RISK; LANDSCAN; MODELS;
D O I
10.1073/pnas.1408439111
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
During the past few decades, technologies such as remote sensing, geographical information systems, and global positioning systems have transformed the way the distribution of human population is studied and modeled in space and time. However, the mapping of populations remains constrained by the logistics of censuses and surveys. Consequently, spatially detailed changes across scales of days, weeks, or months, or even year to year, are difficult to assess and limit the application of human population maps in situations in which timely information is required, such as disasters, conflicts, or epidemics. Mobile phones (MPs) now have an extremely high penetration rate across the globe, and analyzing the spatiotemporal distribution of MP calls geolocated to the tower level may overcome many limitations of census-based approaches, provided that the use of MP data is properly assessed and calibrated. Using datasets of more than 1 billion MP call records from Portugal and France, we show how spatially and temporarily explicit estimations of population densities can be produced at national scales, and how these estimates compare with outputs produced using alternative human population mapping methods. We also demonstrate how maps of human population changes can be produced over multiple timescales while preserving the anonymity of MP users. With similar data being collected every day by MP network providers across the world, the prospect of being able to map contemporary and changing human population distributions over relatively short intervals exists, paving the way for new applications and a near real-time understanding of patterns and processes in human geography.
引用
收藏
页码:15888 / 15893
页数:6
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