Electrical energy consumption as a function of urban variables

dc.contributor.authorDe Souza, Léa Cristina Lucas
dc.contributor.authorDe Oliveira, Alinne Prado
dc.contributor.institutionUniversidade de São Paulo (USP)
dc.date.accessioned2022-04-29T08:45:25Z
dc.date.available2022-04-29T08:45:25Z
dc.date.issued2008-01-01
dc.description.abstractThis paper analyzes the electrical energy consumption of households as a function of urban variables, by modelling the urban thermal environment with Artificial Neural Networks (ANN). The study area was a residential neighbourhood. Urban features of reference points were determined by the following characteristics: urban heat island, sky view factor, and users' income level. For each of these reference points, urban air temperatures at the pedestrian level were collected with data-loggers. At the same time, rural temperatures made available by the city meteorological station site were registered. In addition, the user's profiles were identified by means of a questionnaire applied to the households. Their electrical energy consumption data were also collected from the power supply company. Models applying Artificial Neural Networks were then developed for the most important periods of UHI intensity. The results show that low values of sky view factor and high urban heat islands, when observed in high income zones, are associated with the largest electrical energy consumption patterns.en
dc.description.affiliationDepartment of Architecture, Urbanism and Landscape, State University of São Paulo, Bauru
dc.identifier.citationPLEA 2008 - Towards Zero Energy Building: 25th PLEA International Conference on Passive and Low Energy Architecture, Conference Proceedings.
dc.identifier.scopus2-s2.0-85067774613
dc.identifier.urihttp://hdl.handle.net/11449/231435
dc.language.isoeng
dc.relation.ispartofPLEA 2008 - Towards Zero Energy Building: 25th PLEA International Conference on Passive and Low Energy Architecture, Conference Proceedings
dc.sourceScopus
dc.subjectArtificial neural networks
dc.subjectEnergy consumption
dc.subjectSky view factors
dc.titleElectrical energy consumption as a function of urban variablesen
dc.typeTrabalho apresentado em evento
unesp.departmentArquitetura, Urbanismo e Paisagismo - FAACpt

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