Unraveling the origin of exponential law in intra-urban human mobility

被引:123
作者
Liang, Xiao [1 ]
Zhao, Jichang [1 ]
Dong, Li [1 ]
Xu, Ke [1 ]
机构
[1] Beihang Univ, State Key Lab Software Dev Environm, Beijing 100191, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
FLIGHT SEARCH PATTERNS; SCALING LAWS; LEVY; MOVEMENT; MODEL;
D O I
10.1038/srep02983
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
The vast majority of travel takes place within cities. Recently, new data has become available which allows for the discovery of urban mobility patterns which differ from established results about long distance travel. Specifically, the latest evidence increasingly points to exponential trip length distributions, contrary to the scaling laws observed on larger scales. In this paper, in order to explore the origin of the exponential law, we propose a new model which can predict individual flows in urban areas better. Based on the model, we explain the exponential law of intra-urban mobility as a result of the exponential decrease in average population density in urban areas. Indeed, both empirical and analytical results indicate that the trip length and the population density share the same exponential decaying rate.
引用
收藏
页数:7
相关论文
共 42 条
[1]   Multiscale mobility networks and the spatial spreading of infectious diseases [J].
Balcan, Duygu ;
Colizza, Vittoria ;
Goncalves, Bruno ;
Hu, Hao ;
Ramasco, Jose J. ;
Vespignani, Alessandro .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (51) :21484-21489
[2]   Spatial networks [J].
Barthelemy, Marc .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2011, 499 (1-3) :1-101
[3]   Statistical laws in urban mobility from microscopic GPS data in the area of Florence [J].
Bazzani, Armando ;
Giorgini, Bruno ;
Rambaldi, Sandro ;
Gallotti, Riccardo ;
Giovannini, Luca .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2010,
[4]   The scaling laws of human travel [J].
Brockmann, D ;
Hufnagel, L ;
Geisel, T .
NATURE, 2006, 439 (7075) :462-465
[6]   Modeling the worldwide spread of pandemic influenza: Baseline case and containment interventions [J].
Colizza, Vittoria ;
Barrat, Alain ;
Barthelemy, Marc ;
Valleron, Alain-Jacques ;
Vespignani, Alessandro .
PLOS MEDICINE, 2007, 4 (01) :95-110
[7]   Levy Walks Evolve Through Interaction Between Movement and Environmental Complexity [J].
de Jager, Monique ;
Weissing, Franz J. ;
Herman, Peter M. J. ;
Nolet, Bart A. ;
van de Koppel, Johan .
SCIENCE, 2011, 332 (6037) :1551-1553
[8]   Revisiting Levy flight search patterns of wandering albatrosses, bumblebees and deer [J].
Edwards, Andrew M. ;
Phillips, Richard A. ;
Watkins, Nicholas W. ;
Freeman, Mervyn P. ;
Murphy, Eugene J. ;
Afanasyev, Vsevolod ;
Buldyrev, Sergey V. ;
da Luz, M. G. E. ;
Raposo, E. P. ;
Stanley, H. Eugene ;
Viswanathan, Gandhimohan M. .
NATURE, 2007, 449 (7165) :1044-U5
[9]   Incorrect Likelihood Methods Were Used to Infer Scaling Laws of Marine Predator Search Behaviour [J].
Edwards, Andrew M. ;
Freeman, Mervyn P. ;
Breed, Greg A. ;
Jonsen, Ian D. .
PLOS ONE, 2012, 7 (10)
[10]   Modification of the gravity model and application to the metropolitan Seoul subway system [J].
Goh, Segun ;
Lee, Keumsook ;
Park, Jong Soo ;
Choi, M. Y. .
PHYSICAL REVIEW E, 2012, 86 (02)