From mobile phone data to the spatial structure of cities
被引:278
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作者:
Louail, Thomas
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CEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
CNRS Paris 1 Paris 7, UMR 8504, FR-75006 Paris, FranceCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Louail, Thomas
[1
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Lenormand, Maxime
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机构:
CSIC UIB, IFISC, E-07122 Palma De Mallorca, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Lenormand, Maxime
[3
]
Cantu Ros, Oliva G.
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机构:
Nommon Solut & Technol, E-28043 Madrid, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Cantu Ros, Oliva G.
[4
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Picornell, Miguel
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机构:
Nommon Solut & Technol, E-28043 Madrid, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Picornell, Miguel
[4
]
Herranz, Ricardo
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机构:
Nommon Solut & Technol, E-28043 Madrid, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Herranz, Ricardo
[4
]
Frias-Martinez, Enrique
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机构:
Telefon Res, E-28050 Madrid, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Frias-Martinez, Enrique
[5
]
Ramasco, Jose J.
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机构:
CSIC UIB, IFISC, E-07122 Palma De Mallorca, SpainCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Ramasco, Jose J.
[3
]
Barthelemy, Marc
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机构:
CEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
CNRS, EHESS, Ctr Anal & Math Sociales, UMR 8557, FR-75013 Paris, FranceCEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
Barthelemy, Marc
[1
,6
]
机构:
[1] CEA, CNRS, Inst Theoret Phys, URA 2306, F-91191 Gif Sur Yvette, France
[2] CNRS Paris 1 Paris 7, UMR 8504, FR-75006 Paris, France
[3] CSIC UIB, IFISC, E-07122 Palma De Mallorca, Spain
[4] Nommon Solut & Technol, E-28043 Madrid, Spain
[5] Telefon Res, E-28050 Madrid, Spain
[6] CNRS, EHESS, Ctr Anal & Math Sociales, UMR 8557, FR-75013 Paris, France
Pervasive infrastructures, such as cell phone networks, enable to capture large amounts of human behavioral data but also provide information about the structure of cities and their dynamical properties. In this article, we focus on these last aspects by studying phone data recorded during 55 days in 31 Spanish cities. We first define an urban dilatation index which measures how the average distance between individuals evolves during the day, allowing us to highlight different types of city structure. We then focus on hotspots, the most crowded places in the city. We propose a parameter free method to detect them and to test the robustness of our results. The number of these hotspots scales sublinearly with the population size, a result in agreement with previous theoretical arguments and measures on employment datasets. We study the lifetime of these hotspots and show in particular that the hierarchy of permanent ones, which constitute the 'heart' of the city, is very stable whatever the size of the city. The spatial structure of these hotspots is also of interest and allows us to distinguish different categories of cities, from monocentric and "segregated" where the spatial distribution is very dependent on land use, to polycentric where the spatial mixing between land uses is much more important. These results point towards the possibility of a new, quantitative classification of cities using high resolution spatio-temporal data.
机构:
Univ Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
Gao, Song
Liu, Yu
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机构:
Peking Univ, Inst Remote Sensing & Geog Informat Syst, Beijing 100871, Peoples R ChinaUniv Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
Liu, Yu
Wang, Yaoli
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机构:
Univ Georgia, Dept Geog, Athens, GA 30602 USAUniv Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
Wang, Yaoli
Ma, Xiujun
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h-index: 0
机构:
Peking Univ, Key Lab Machine Percept, Beijing 100871, Peoples R ChinaUniv Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
机构:
Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
Liu, Xintao
Huang, Jianwei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Inst Space & Earth Informat Sci, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
Huang, Jianwei
Lai, Jianhui
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机构:
Beijing Univ Technol, Coll Metropolitan Transportat, Beijing, Peoples R ChinaHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
Lai, Jianhui
Zhang, Junwei
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
Zhang, Junwei
Senousi, Ahmad M.
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机构:
Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
Senousi, Ahmad M.
Zhao, Pengxiang
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机构:
Lund Univ, GIS Ctr, Dept Phys Geog & Ecosyst Sci, Lund, SwedenHong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
机构:
Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, SerbiaUniv Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
Brdar, Sanja
Gavric, Katarina
论文数: 0引用数: 0
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机构:
Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, SerbiaUniv Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
Gavric, Katarina
Culibrk, Dubravko
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机构:
Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
Univ Trento, Dept Informat Engn & Comp Sci, I-38122 Trento, ItalyUniv Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
Culibrk, Dubravko
Crnojevic, Vladimir
论文数: 0引用数: 0
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机构:
Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
Univ Novi Sad, BioSense Inst, Novi Sad 21000, SerbiaUniv Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia