Publication:
The impact of electromobility in public transport: An estimation of energy consumption using disaggregated data in Santiago, Chile

Simple item page
dc.contributor.authorBasso, Franco
dc.contributor.authorFeijoo, Felipe
dc.contributor.authorPezoa, Raúl
dc.contributor.authorVaras, Mauricio
dc.contributor.authorVidal, Brian
dc.date.accessioned2024-11-20T16:15:12Z
dc.date.available2024-11-20T16:15:12Z
dc.date.issued2024
dc.description.abstractElectromobility in public transport has become a promising way to reduce environmental pollution. Several contributions have sought to estimate the energy consumption of buses in public transport. However, most of these efforts use measurements collected from controlled or simulated experiments, or that do not characterize the entire bus network. Unlike these studies, this article estimates the energy consumption of all the electric buses that circulate in the city of Santiago, Chile, during the studied period using full disaggregated GPS data and empirical measurements on some sensorized electric buses. The methodology considers a feature selection phase and the development of energy consumption prediction models using physics based and machine learning approaches. The performances of both models are compared with each other, and then, the best one is used to measure the impact of electromobility in the city. This analysis allows decision-makers to target investment by determining the buses with higher energy consumption savings in the face of budget constraints.
dc.description.versionVersión publicada
dc.format.extent14 p.
dc.identifier.citationFranco Basso, Felipe Feijoo, Raúl Pezoa, Mauricio Varas, Brian Vidal, The impact of electromobility in public transport: An estimation of energy consumption using disaggregated data in Santiago, Chile, Energy, Volume 286, 2024, 129550, ISSN 0360-5442, https://doi.org/10.1016/j.energy.2023.129550.
dc.identifier.doihttps://doi.org/10.1016/j.energy.2023.129550
dc.identifier.urihttps://hdl.handle.net/11447/9426
dc.language.isoen
dc.subjectPublic transport
dc.subjectEnergy consumption
dc.subjectMachine learning
dc.subjectGPS
dc.subjectElectromobility
dc.titleThe impact of electromobility in public transport: An estimation of energy consumption using disaggregated data in Santiago, Chile
dc.typeArticle
dcterms.accessRightsPrivado
dcterms.sourceEnergy
dspace.entity.typePublication
relation.isAuthorOfPublicationaabf5511-badd-482c-a49b-670fb33e5dbb
relation.isAuthorOfPublication.latestForDiscoveryaabf5511-badd-482c-a49b-670fb33e5dbb

Files

Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
Theimpactofelectromobilityinpublictransport.pdf
Size:
1.37 MB
Format:
Adobe Portable Document Format
Download
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
347 B
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

Artículos Ingeniería

Implementado por OpenGeek Services