Publication
Prediction of the solar radiation evolution using computational intelligence techniques and cloudiness indices
dc.contributor.author | Ruano, Antonio | |
dc.contributor.author | Crispim, E. M. | |
dc.contributor.author | Ferreira, P. M. | |
dc.date.accessioned | 2013-02-05T15:00:04Z | |
dc.date.available | 2013-02-05T15:00:04Z | |
dc.date.issued | 2008 | |
dc.date.updated | 2013-01-26T18:02:24Z | |
dc.description.abstract | In this paper, Artificial Neural Networks are applied for multi-step long term solar radiation prediction. The input-output structure of the neural network models is selected using evolutionary computation methods. The networks are trained as onestep- ahead predictors and iterated over time to obtain multi-step longer term predictions. Auto-regressive and auto-regressive with exogenous inputs models are compared, considering cloudiness indices as inputs in the latter case. These indices are obtained through pixel classification of ground-to-sky images, captured by a CCD camera. | por |
dc.identifier.citation | Ruano, Antonio Eduardo de Barros; Crispim, E. M.; Ferreira, P. M. Prediction of the solar radiation evolution using computational intelligence techniques and cloudiness indices, International Journal of Innovative Computing Information and Control, 4, 5, 1121-1133, 2008. | por |
dc.identifier.issn | 1349-4198 | |
dc.identifier.other | AUT: ARU00698; | |
dc.identifier.uri | http://hdl.handle.net/10400.1/2224 | |
dc.language.iso | eng | por |
dc.peerreviewed | yes | por |
dc.subject | Cloudiness indices | por |
dc.subject | Solar radiation | por |
dc.subject | Neural networks | por |
dc.subject | Multi-objective genetic algorithms | por |
dc.title | Prediction of the solar radiation evolution using computational intelligence techniques and cloudiness indices | por |
dc.type | journal article | |
dspace.entity.type | Publication | |
oaire.citation.endPage | 1133 | por |
oaire.citation.issue | 5 | por |
oaire.citation.startPage | 1121 | por |
oaire.citation.title | International Journal of Innovative Computing Information and Control | por |
oaire.citation.volume | 4 | por |
person.familyName | Ruano | |
person.givenName | Antonio | |
person.identifier.orcid | 0000-0002-6308-8666 | |
person.identifier.rid | B-4135-2008 | |
person.identifier.scopus-author-id | 7004284159 | |
rcaap.rights | openAccess | por |
rcaap.type | article | por |
relation.isAuthorOfPublication | 13813664-b68b-40aa-97a9-91481a31ebf2 | |
relation.isAuthorOfPublication.latestForDiscovery | 13813664-b68b-40aa-97a9-91481a31ebf2 |