Cargando…
A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems
In this paper, we study the phenomena of collapse and anomalous diffusion in shared mobility systems. In particular, we focus on a fleet of vehicles moving through a stations network and analyse the effect of self-journeys in system stability, using a mathematical simplex under stochastic flows. Wit...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141931/ https://www.ncbi.nlm.nih.gov/pubmed/35626491 http://dx.doi.org/10.3390/e24050606 |
_version_ | 1784715463501021184 |
---|---|
author | Prieto-Castrillo, Francisco Borondo, Javier García, Rubén Martín Benito, Rosa M. |
author_facet | Prieto-Castrillo, Francisco Borondo, Javier García, Rubén Martín Benito, Rosa M. |
author_sort | Prieto-Castrillo, Francisco |
collection | PubMed |
description | In this paper, we study the phenomena of collapse and anomalous diffusion in shared mobility systems. In particular, we focus on a fleet of vehicles moving through a stations network and analyse the effect of self-journeys in system stability, using a mathematical simplex under stochastic flows. With a birth-death process approach, we find analytical upper bounds for random walk and we monitor how the system collapses by super diffusing under different randomization conditions. Using the multi-scale entropy metric, we show that real data from a bike-sharing fleet in the city of Salamanca (Spain) present a complex behaviour with more of a [Formula: see text] signal than a disorganized system with a white noise signal. |
format | Online Article Text |
id | pubmed-9141931 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-91419312022-05-28 A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems Prieto-Castrillo, Francisco Borondo, Javier García, Rubén Martín Benito, Rosa M. Entropy (Basel) Article In this paper, we study the phenomena of collapse and anomalous diffusion in shared mobility systems. In particular, we focus on a fleet of vehicles moving through a stations network and analyse the effect of self-journeys in system stability, using a mathematical simplex under stochastic flows. With a birth-death process approach, we find analytical upper bounds for random walk and we monitor how the system collapses by super diffusing under different randomization conditions. Using the multi-scale entropy metric, we show that real data from a bike-sharing fleet in the city of Salamanca (Spain) present a complex behaviour with more of a [Formula: see text] signal than a disorganized system with a white noise signal. MDPI 2022-04-27 /pmc/articles/PMC9141931/ /pubmed/35626491 http://dx.doi.org/10.3390/e24050606 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Prieto-Castrillo, Francisco Borondo, Javier García, Rubén Martín Benito, Rosa M. A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title | A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title_full | A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title_fullStr | A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title_full_unstemmed | A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title_short | A Multi-Scale Entropy Approach to Study Collapse and Anomalous Diffusion in Shared Mobility Systems |
title_sort | multi-scale entropy approach to study collapse and anomalous diffusion in shared mobility systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141931/ https://www.ncbi.nlm.nih.gov/pubmed/35626491 http://dx.doi.org/10.3390/e24050606 |
work_keys_str_mv | AT prietocastrillofrancisco amultiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT borondojavier amultiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT garciarubenmartin amultiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT benitorosam amultiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT prietocastrillofrancisco multiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT borondojavier multiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT garciarubenmartin multiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems AT benitorosam multiscaleentropyapproachtostudycollapseandanomalousdiffusioninsharedmobilitysystems |