Statistical Laws in Urban Mobility from microscopic GPS data in the area of Florence
arXiv:0912.4371 · doi:10.1088/1742-5468/2010/05/P05001
Abstract
The application of Statistical Physics to social systems is mainly related to the search for macroscopic laws, that can be derived from experimental data averaged in time or space,assuming the system in a steady state. One of the major goals would be to find a connection between the statistical laws to the microscopic properties: for example to understand the nature of the microscopic interactions or to point out the existence of interaction networks. The probability theory suggests the existence of few classes of stationary distributions in the thermodynamics limit, so that the question is if a statistical physics approach could be able to enroll the complex nature of the social systems. We have analyzed a large GPS data base for single vehicle mobility in the Florence urban area, obtaining statistical laws for path lengths, for activity downtimes and for activity degrees. We show also that simple generic assumptions on the microscopic behavior could explain the existence of stationary macroscopic laws, with an universal function describing the distribution. Our conclusion is that understanding the system complexity requires dynamical data-base for the microscopic evolution, that allow to solve both small space and time scales in order to study the transients.
17 pages, 14 figures .jpg, use imsart.cls
References in corpus (3)
Cited by in corpus (17)
- Human Mobility: Models and Applications
- Diversity of individual mobility patterns and emergence of aggregated scaling laws
- Unraveling the origin of exponential law in intra-urban human mobility
- Modeling collective human mobility: Understanding exponential law of intra-urban movement
- Understanding mobility in a social petri dish
- A stochastic model of randomly accelerated walkers for human mobility
- Multi-scale spatio-temporal analysis of human mobility
- Human Mobility in a Continuum Approach
- Identifying spatial invasion of pandemics on metapopulation networks via anatomizing arrival history
- Correlations and Scaling Laws in Human Mobility
- Supersampling and network reconstruction of urban mobility
- Entropic measures of individual mobility patterns
- Exact solution of gyration radius of individual's trajectory for a simplified human mobility model
- Statistical Mechanics of Multi-Edge Networks
- Universal properties of multimodal human mobility: a statistical physics point of view
- Statistical Dynamics of Regional Populations and Economies
- Urban Mobility