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Characterization of temperature gradients according to height in a baroque church by means of wireless sensors

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Characterization of temperature gradients according to height in a baroque church by means of wireless sensors

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dc.contributor.author Ramírez, Sandra es_ES
dc.contributor.author Zarzo Castelló, Manuel es_ES
dc.contributor.author Perles, Angel es_ES
dc.contributor.author García Diego, Fernando Juan es_ES
dc.date.accessioned 2022-05-12T18:06:42Z
dc.date.available 2022-05-12T18:06:42Z
dc.date.issued 2021-10 es_ES
dc.identifier.uri http://hdl.handle.net/10251/182569
dc.description.abstract [EN] The baroque church of Saint Thomas and Saint Philip Neri (Valencia, Spain), which was built between 1727 and 1736, contains valuable paintings by renowned Spanish artists. Due to the considerable height of the central nave, the church can experience vertical temperature gradients. In order to investigate this issue, temperatures were recorded between August 2017 and February 2018 from a wireless monitoring system composed of 21 sensor nodes, which were located at different heights in the church from 2 to 13 m from the floor level. For characterizing the temperature at high, medium and low altitude heights, a novel methodology is proposed based on sparse Partial Least Squares regression (sPLS), Linear Discriminant Analysis (LDA), and the Holt-Winters method, among others, which were applied to a time series of temperature. This approach is helpful to discriminate temperature profiles according to sensor height. Once the vertical thermal gradients for each month were characterized, it was found that temperature reached the maximum correlation with sensor height in the period between August 10th and September 9th. Furthermore, the most important features from the time series that explain this correlation are the mean temperature and the mean of moving range. In the period mentioned, the vertical thermal gradient was estimated to be about 0.043 ºC/m, which implies a difference of 0.47 ºC on average between sensor nodes at 2 m from the floor with respect to the upper ones located at 13 m from the floor level. The gradient was estimated as the slope from a linear regression model using height and hourly mean temperature as the predictor and response, respectively. This gradient is consistent with similar reported studies. The fact that such gradient was only found in one month suggests that the mechanisms of dust deposition on walls involved in vertical thermal gradients are not important in this case regarding the preventive conservation of artworks. Furthermore, the methodology proposed here was useful to discriminate the time series at high, medium and low altitude levels. This approach can be useful when a set of sensors is installed for microclimate monitoring in churches, cathedrals, and other historical buildings, at different levels and positions. es_ES
dc.description.sponsorship This project received funding from the European Union's Horizon 2020 research and innovation program under grant agreement No. 814624. es_ES
dc.language Inglés es_ES
dc.publisher MDPI AG es_ES
dc.relation.ispartof Sensors es_ES
dc.rights Reconocimiento (by) es_ES
dc.subject Autocorrelation es_ES
dc.subject Holt-Winters es_ES
dc.subject LDA es_ES
dc.subject Temperature gradient es_ES
dc.subject SPLS es_ES
dc.subject Wireless sensors es_ES
dc.subject.classification ESTADISTICA E INVESTIGACION OPERATIVA es_ES
dc.subject.classification FISICA APLICADA es_ES
dc.subject.classification ARQUITECTURA Y TECNOLOGIA DE COMPUTADORES es_ES
dc.title Characterization of temperature gradients according to height in a baroque church by means of wireless sensors es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.3390/s21206921 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/814624/EU es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Física Aplicada - Departament de Física Aplicada es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Estadística e Investigación Operativa Aplicadas y Calidad - Departament d'Estadística i Investigació Operativa Aplicades i Qualitat 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 Ramírez, S.; Zarzo Castelló, M.; Perles, A.; García Diego, FJ. (2021). Characterization of temperature gradients according to height in a baroque church by means of wireless sensors. Sensors. 21(20):1-35. https://doi.org/10.3390/s21206921 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.3390/s21206921 es_ES
dc.description.upvformatpinicio 1 es_ES
dc.description.upvformatpfin 35 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 21 es_ES
dc.description.issue 20 es_ES
dc.identifier.eissn 1424-8220 es_ES
dc.identifier.pmid 34696134 es_ES
dc.identifier.pmcid PMC8540709 es_ES
dc.relation.pasarela S\447688 es_ES
dc.contributor.funder COMISION DE LAS COMUNIDADES EUROPEA es_ES


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