4.5 Article

Multiple gravity laws for human mobility within cities

Journal

EPJ DATA SCIENCE
Volume 12, Issue 1, Pages -

Publisher

SPRINGER
DOI: 10.1140/epjds/s13688-023-00438-x

Keywords

Human mobility; Gravity model; Multiple gravity; Urban mobility; Distance exponent

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The gravity model of human mobility explains the deterrent effect of distance on travel in urban mobility patterns. This study examines whether distance exponents in a single city could also vary depending on the traffic volumes of the origin and destination regions. The analysis of travel data in twelve major cities in the United States reveals that the distance exponent governing travel deterrence varies significantly within a city based on traffic volumes.
The gravity model of human mobility has successfully described the deterrence of travels with distance in urban mobility patterns. While a broad spectrum of deterrence was found across different cities, yet it is not empirically clear if movement patterns in a single city could also have a spectrum of distance exponents denoting a varying deterrence depending on the origin and destination regions in the city. By analyzing the travel data in the twelve most populated cities of the United States of America, we empirically find that the distance exponent governing the deterrence of travels significantly varies within a city depending on the traffic volumes of the origin and destination regions. Despite the diverse traffic landscape of the cities analyzed, a common pattern is observed for the distance exponents; the exponent value tends to be higher between regions with larger traffic volumes, while it tends to be lower between regions with smaller traffic volumes. This indicates that our method indeed reveals the hidden diversity of gravity laws that would be overlooked otherwise.

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