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Implementation of an intelligent sensor for measurement and prediction of solar radiation and atmospheric temperature

dc.contributor.authorGomes, João M.
dc.contributor.authorFerreira, P. M.
dc.contributor.authorRuano, Antonio
dc.date.accessioned2013-01-31T12:05:17Z
dc.date.available2013-01-31T12:05:17Z
dc.date.issued2011
dc.date.updated2013-01-26T16:36:28Z
dc.description.abstractThe aim of this study was to develop an intelligent sensor for acquiring temperature, solar radiation data and estimate cloudiness indexes, and use these measured values to predict temperature and solar radiation in a close future. The prototype produced can ultimately be used in systems related to thermal comfort in buildings and to the efficient and intelligent use of solar energy. To incorporate these functionalities, a small and portable prototype was developed, which consisted in: a CCTV camera with a fish-eye lens, for sky images acquisition; a computer of format mini-itx with a Linux operative system, for data acquisition and processing; a GPS, to enable automatic use, independent of the system’s geographical position; a pyranometer, for regular measurements of solar radiation; a temperature probe, for regular measurements of outdoor temperature; a shadow band, to eliminate the sun’s flare effect on sky images; Arduino, an open source electronics prototyping platform that acquires data from the temperature and solar radiation sensors, as well as processing the data provided by the GPS and controlling the shadow band; neural networks of the type NARX, which use the acquired data to forecast the cloudiness index, solar radiation and temperature, in the next four hours period. The system was programmed to acquire data, both from the sensors and the camera, every five minutes.por
dc.identifier.citationGomes, Joao M.; Ferreira, Pedro M.; Ruano, Antonio E. Implementation of an intelligent sensor for measurement and prediction of solar radiation and atmospheric temperature, Trabalho apresentado em 2011 IEEE 7th International Symposium on Intelligent Signal Processing - (WISP 2011), In Proceedings of the 2011 IEEE 7th International Symposium on Intelligent Signal Processing, Floriana, Malta, 2011.por
dc.identifier.doihttp://dx.doi.org/10.1109/WISP.2011.6051713
dc.identifier.issn978-1-4577-1403-0
dc.identifier.otherAUT: ARU00698;
dc.identifier.urihttp://hdl.handle.net/10400.1/2166
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherIEEEpor
dc.subjectTemperaturepor
dc.subjectSolar radiationpor
dc.subjectCloudiness indexespor
dc.subjectNeural networkspor
dc.titleImplementation of an intelligent sensor for measurement and prediction of solar radiation and atmospheric temperaturepor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceFloriana, Maltapor
oaire.citation.endPage14por
oaire.citation.startPage9por
oaire.citation.title7th International Symposium on Intelligent Signal Processingpor
person.familyNameRuano
person.givenNameAntonio
person.identifier.orcid0000-0002-6308-8666
person.identifier.ridB-4135-2008
person.identifier.scopus-author-id7004284159
rcaap.rightsrestrictedAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublication13813664-b68b-40aa-97a9-91481a31ebf2
relation.isAuthorOfPublication.latestForDiscovery13813664-b68b-40aa-97a9-91481a31ebf2

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