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Use of Receiver Operating Characteristic curve to evaluate a street lighting control system

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Use of Receiver Operating Characteristic curve to evaluate a street lighting control system

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dc.contributor.author Poza-Lujan, Jose-Luis es_ES
dc.contributor.author Sáenz-Peñafiel, Juan-José es_ES
dc.contributor.author Posadas-Yagüe, Juan-Luis es_ES
dc.contributor.author Conejero, J. Alberto es_ES
dc.contributor.author Cano, Juan-Carlos es_ES
dc.date.accessioned 2022-06-14T18:03:13Z
dc.date.available 2022-06-14T18:03:13Z
dc.date.issued 2021 es_ES
dc.identifier.uri http://hdl.handle.net/10251/183288
dc.description.abstract [EN] Intelligent control of public lighting is nowadays one of the most challenging issues in smart city deployment. Lighting optimization entails a compromise between comfort, safety, and power consumption, affecting both vehicles and pedestrians. Smart solutions must estimate their characteristics to trade-off users' needs and energy requirements. This paper proposes an intelligent street lighting control system and the Receiver Operating Characteristic (ROC) curve method to evaluate the best number of street lamps to achieve a balance between public road user comfort and system power consumption. The control system is based on the detection of users, mainly pedestrians, using presence sensors. From the detection of a pedestrian by two or more consecutive street lamps it is possible to determine their speed. Knowing the pedestrian speed, allows the system to anticipate and adjust the light intensity of the remaining street lamps, and provide a comfortable view of the street. Using the ROC curve, we evaluate the control algorithm in terms of the number of previous street lamps used. We have tested the system and the method in a model of pedestrians walking down a street. The obtained results show that ROC analysis used to control street lighting allows measuring the whole control system's efficiency by providing a concrete number of previous street lamps. es_ES
dc.description.sponsorship This work was supported in part by the Spanish Science and Innovation Ministry (MICINN): Interministerial Commission on Science and Technology (CICYT) project Predictable and dependable computer systems for Industry 4.0 (PRECON-I4) with code TIN2017-86520-C3-1-R. es_ES
dc.language Inglés es_ES
dc.publisher Institute of Electrical and Electronics Engineers es_ES
dc.relation.ispartof IEEE Access es_ES
dc.rights Reconocimiento (by) es_ES
dc.subject Lighting es_ES
dc.subject Control systems es_ES
dc.subject Power demand es_ES
dc.subject Smart cities es_ES
dc.subject Lighting control es_ES
dc.subject Roads es_ES
dc.subject Intelligent sensors es_ES
dc.subject Distributed Systems es_ES
dc.subject ROC curve es_ES
dc.subject User comfort es_ES
dc.subject.classification MATEMATICA APLICADA es_ES
dc.subject.classification ARQUITECTURA Y TECNOLOGIA DE COMPUTADORES es_ES
dc.title Use of Receiver Operating Characteristic curve to evaluate a street lighting control system es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1109/ACCESS.2021.3121669 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/TIN2017-86520-C3-1-R/ES/SISTEMAS INFORMATICOS PREDECIBLES Y CONFIABLES PARA LA INDUSTRIA 4.0/ es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Matemática Aplicada - Departament de Matemàtica Aplicada es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Informática de Sistemas y Computadores - Departament d'Informàtica de Sistemes i Computadors es_ES
dc.description.bibliographicCitation Poza-Lujan, J.; Sáenz-Peñafiel, J.; Posadas-Yagüe, J.; Conejero, JA.; Cano, J. (2021). Use of Receiver Operating Characteristic curve to evaluate a street lighting control system. IEEE Access. 9:144660-144675. https://doi.org/10.1109/ACCESS.2021.3121669 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.1109/ACCESS.2021.3121669 es_ES
dc.description.upvformatpinicio 144660 es_ES
dc.description.upvformatpfin 144675 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 9 es_ES
dc.identifier.eissn 2169-3536 es_ES
dc.relation.pasarela S\447967 es_ES
dc.contributor.funder AGENCIA ESTATAL DE INVESTIGACION es_ES
dc.subject.ods 09.- Desarrollar infraestructuras resilientes, promover la industrialización inclusiva y sostenible, y fomentar la innovación es_ES
dc.subject.ods 11.- Conseguir que las ciudades y los asentamientos humanos sean inclusivos, seguros, resilientes y sostenibles es_ES
dc.subject.ods 17.- Fortalecer los medios de ejecución y reavivar la alianza mundial para el desarrollo sostenible es_ES
upv.costeAPC 1491,98 es_ES


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