Thermodynamical Limits for Models of Car-Sharing Systems: the Autolib' Example

We analyze mean-field equations obtained for models motivated by a large station-based car-sharing system in France called Autolib’. The main focus is on a version where users reserve a parking space when they take a car. In a first model, the reservation of parking spaces is effective for all users (see [bourdais2020mean]) and capacity constraints are ignored. The model is carried out in thermodynamical limit, that is when the number N of stations and the number of cars Mₙ tend to infinity, with U = lim_(N→∞) Mₙ/N. This limit is described by Kolmogorov’s equations of a two-dimensional time-inhomogeneous Markov process depicting the numbers of reservations and cars at a station. It satisfies a non-linear differential system. We prove analytically that this system has a unique solution, which converges, as t → ∞, to an equilibrium point exponentially fast. Moreover, this equilibrium point corresponds to the stationary distribution of a two-queue tandem (reservations, cars), which is here always ergodic. The intensity factor of each queue has an explicit form obtained from an intrinsic mass conservation relationship. Two related models with capacity constraints are briefly presented in the last section: the simplest one with no reservation leads to a one-dimensional problem; the second one corresponds to our first model with finite total capacity K. Keywords: Markov Process, Queueing Systems, Thermodynamical limit, Mean- eld, Car sharing

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Publication Details

Journal
Markov Processes And Related Fields
Published
2025-05-06
DOI
https://doi.org/10.61102/1024-2953-mprf.2025.31.1.003
Primary Topic
Transportation Planning and Optimization
Type
article
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article

Thermodynamical Limits for Models of Car-Sharing Systems: the Autolib' Example

Christine Fricker, Guy Fayolle
Markov Processes And Related Fields
Transportation Planning and Optimization
article

Thermodynamical Limits for Models of Car-Sharing Systems: the Autolib' Example

Christine Fricker, Guy Fayolle
article en

Abstract

We analyze mean-field equations obtained for models motivated by a large station-based car-sharing system in France called Autolib’. The main focus is on a version where users reserve a parking space when they take a car. In a first model, the reservation of parking spaces is effective for all users (see [bourdais2020mean]) and capacity constraints are ignored. The model is carried out in thermodynamical limit, that is when the number N of stations and the number of cars Mₙ tend to infinity, with U = lim_(N→∞) Mₙ/N. This limit is described by Kolmogorov’s equations of a two-dimensional time-inhomogeneous Markov process depicting the numbers of reservations and cars at a station. It satisfies a non-linear differential system. We prove analytically that this system has a unique solution, which converges, as t → ∞, to an equilibrium point exponentially fast. Moreover, this equilibrium point corresponds to the stationary distribution of a two-queue tandem (reservations, cars), which is here always ergodic. The intensity factor of each queue has an explicit form obtained from an intrinsic mass conservation relationship. Two related models with capacity constraints are briefly presented in the last section: the simplest one with no reservation leads to a one-dimensional problem; the second one corresponds to our first model with finite total capacity K. Keywords: Markov Process, Queueing Systems, Thermodynamical limit, Mean- eld, Car sharing

Markov Processes And Related Fields(2025 №1 (31))
Institut national de recherche en sciences et technologies du numérique (FR), Laboratoire de Mathématiques Blaise Pascal (FR)
Affordable and clean energy
Openalex Percentile: Top 100%
Transportation Planning and Optimization
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Thermodynamical Limits for Models of Car-Sharing Systems: the Autolib' Example — Christine Fricker, Guy Fayolle · Markov Processes And Related Fields (2025) | TGRS Research Map | TGRS