A comparative study of gravity models to assess the evolution of urban bicycle mobility

Gravity models are extensively used tools to understand mobility, providing an approximation of the volume of a flow as a function of distance and population density. In particular, specific gravity models have been proposed in the literature for studying the bike sharing systems (BSS) in urban areas. In this paper, we show how robustness to scale change in data pre-processing can be used as a criterion to select the best model for BSS usage, in addition to the usual criteria of quality of fit. In a second stage, the study of the recent evolution of BSS uses in large cities via a dynamical application of gravity models over rolling time windows. Exploiting the good interpretability of gravity models, this methodology produces a time series for each parameter, that can be analysed to study the evolution of local policies and users' habits.

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Publication Details

Journal
Transactions on Transport Sciences
Published
2024-12-03
DOI
https://doi.org/10.5507/tots.2024.019
Primary Topic
Urban Transport and Accessibility
Type
article
Field-Weighted Citation Impact
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article

A comparative study of gravity models to assess the evolution of urban bicycle mobility

Paul Rochet, Bertrand Jouve, Mohamadou Salifou
Transactions on Transport Sciences
Urban Transport and Accessibility
article

A comparative study of gravity models to assess the evolution of urban bicycle mobility

Paul Rochet, Bertrand Jouve, Mohamadou Salifou
article en

Abstract

Gravity models are extensively used tools to understand mobility, providing an approximation of the volume of a flow as a function of distance and population density. In particular, specific gravity models have been proposed in the literature for studying the bike sharing systems (BSS) in urban areas. In this paper, we show how robustness to scale change in data pre-processing can be used as a criterion to select the best model for BSS usage, in addition to the usual criteria of quality of fit. In a second stage, the study of the recent evolution of BSS uses in large cities via a dynamical application of gravity models over rolling time windows. Exploiting the good interpretability of gravity models, this methodology produces a time series for each parameter, that can be analysed to study the evolution of local policies and users' habits.

Transactions on Transport SciencesVol. 16(1)
École Nationale de l’Aviation Civile (FR), Laboratoire Interdisciplinaire Solidarités Sociétés Territoires (FR)
Sustainable cities and communities
Openalex Percentile: Top 87%
Urban Transport and Accessibility
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