Forecasting energy time-series data using a fuzzy ARTMAP neural network

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MetadadosDescriçãoIdioma
Autor(es): dc.contributorUniversidade Estadual Paulista (UNESP)-
Autor(es): dc.contributorUniversity of Limerick-
Autor(es): dc.creatorDe Assis Pedrobon Ferreira, Willian [UNESP]-
Autor(es): dc.creatorGrout, Ian-
Autor(es): dc.creatorDa Silva, Alexandre Cesar Rodrigues [UNESP]-
Data de aceite: dc.date.accessioned2022-08-04T22:09:43Z-
Data de disponibilização: dc.date.available2022-08-04T22:09:43Z-
Data de envio: dc.date.issued2022-04-28-
Data de envio: dc.date.issued2022-04-28-
Data de envio: dc.date.issued2020-10-14-
Fonte completa do material: dc.identifierhttp://dx.doi.org/10.1109/ICPEI49860.2020.9431435-
Fonte completa do material: dc.identifierhttp://hdl.handle.net/11449/221765-
Fonte: dc.identifier.urihttp://educapes.capes.gov.br/handle/11449/221765-
Descrição: dc.descriptionTime-series forecasting is an important field of machine learning and is fundamental in analyzing trends based on historical data from various sources. In this paper, a fuzzy ARTMAP neural network for time-series forecasting is presented. To validate the proposed system, two energy-related datasets from Great Britain were selected. With a promising processing time and accuracy as good as a traditional machine learning algorithm, the fuzzy ARTMAP neural network has shown that can be a good option to perform forecasting considering different time-based data issues.-
Descrição: dc.descriptionUniversidade Estadual Paulista Faculdade de Engenharia-
Descrição: dc.descriptionUniversity of Limerick Department of Electronic and Computer Engineering-
Descrição: dc.descriptionUniversidade Estadual Paulista Faculdade de Engenharia-
Formato: dc.format1-4-
Idioma: dc.languageen-
Relação: dc.relationProceedings of the 2020 International Conference on Power, Energy and Innovations, ICPEI 2020-
???dc.source???: dc.sourceScopus-
Palavras-chave: dc.subjectenergy data-
Palavras-chave: dc.subjectfuzzy ARTMAP neural network-
Palavras-chave: dc.subjecttime-series forecasting-
Título: dc.titleForecasting energy time-series data using a fuzzy ARTMAP neural network-
Aparece nas coleções:Repositório Institucional - Unesp

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