Matches in SemOpenAlex for { <https://semopenalex.org/work/W4306149342> ?p ?o ?g. }
- W4306149342 endingPage "7542" @default.
- W4306149342 startingPage "7542" @default.
- W4306149342 abstract "The aim of this paper is to present a novel approach to energy use forecasting. We propose a nested fuzzy cognitive map in which each concept at a higher level can be decomposed into another fuzzy cognitive map, multilayer perceptron artificial neural network or long short-term memory network. Historical data related to energy consumption are used to construct a nested fuzzy cognitive map in order to better understand energy use behavior. Through the experiments, the usefulness of the nested structure in energy demand prediction is demonstrated, by calculating three popular metrics: Mean Square Error, Mean Absolute Error and the correlation coefficient. A comparative analysis is performed, applying classic multilayer perceptron artificial neural networks, long short-term memory networks and fuzzy cognitive maps. The results confirmed that the proposed approach outperforms the classic methods in terms of prediction accuracy. Moreover, the advantage of the proposed approach is the ability to present complex time series in the form of a clear nested structure presenting the main concepts influencing energy consumption on the first level. The second level allows for more detailed problem analysis and lower forecast errors." @default.
- W4306149342 created "2022-10-14" @default.
- W4306149342 creator A5037965915 @default.
- W4306149342 creator A5056178652 @default.
- W4306149342 date "2022-10-13" @default.
- W4306149342 modified "2023-09-25" @default.
- W4306149342 title "Energy Use Forecasting with the Use of a Nested Structure Based on Fuzzy Cognitive Maps and Artificial Neural Networks" @default.
- W4306149342 cites W1958951173 @default.
- W4306149342 cites W1995341919 @default.
- W4306149342 cites W2064675550 @default.
- W4306149342 cites W2066031679 @default.
- W4306149342 cites W2092394555 @default.
- W4306149342 cites W2095224843 @default.
- W4306149342 cites W2180977738 @default.
- W4306149342 cites W2563493533 @default.
- W4306149342 cites W2611558652 @default.
- W4306149342 cites W2902363804 @default.
- W4306149342 cites W2988286472 @default.
- W4306149342 cites W3021414116 @default.
- W4306149342 cites W3084119802 @default.
- W4306149342 cites W3099997625 @default.
- W4306149342 cites W3122220845 @default.
- W4306149342 cites W3125531171 @default.
- W4306149342 cites W3154440767 @default.
- W4306149342 cites W3171507864 @default.
- W4306149342 cites W3217606401 @default.
- W4306149342 cites W4205835629 @default.
- W4306149342 cites W4220877827 @default.
- W4306149342 cites W4224308882 @default.
- W4306149342 cites W4226058443 @default.
- W4306149342 cites W4252684946 @default.
- W4306149342 cites W4281936363 @default.
- W4306149342 cites W4283071116 @default.
- W4306149342 doi "https://doi.org/10.3390/en15207542" @default.
- W4306149342 hasPublicationYear "2022" @default.
- W4306149342 type Work @default.
- W4306149342 citedByCount "4" @default.
- W4306149342 countsByYear W43061493422022 @default.
- W4306149342 countsByYear W43061493422023 @default.
- W4306149342 crossrefType "journal-article" @default.
- W4306149342 hasAuthorship W4306149342A5037965915 @default.
- W4306149342 hasAuthorship W4306149342A5056178652 @default.
- W4306149342 hasBestOaLocation W43061493421 @default.
- W4306149342 hasConcept C105795698 @default.
- W4306149342 hasConcept C119599485 @default.
- W4306149342 hasConcept C119857082 @default.
- W4306149342 hasConcept C124101348 @default.
- W4306149342 hasConcept C127413603 @default.
- W4306149342 hasConcept C139945424 @default.
- W4306149342 hasConcept C153180895 @default.
- W4306149342 hasConcept C154945302 @default.
- W4306149342 hasConcept C179717631 @default.
- W4306149342 hasConcept C186370098 @default.
- W4306149342 hasConcept C195975749 @default.
- W4306149342 hasConcept C2780165032 @default.
- W4306149342 hasConcept C29470771 @default.
- W4306149342 hasConcept C33923547 @default.
- W4306149342 hasConcept C41008148 @default.
- W4306149342 hasConcept C5041914 @default.
- W4306149342 hasConcept C50644808 @default.
- W4306149342 hasConcept C58166 @default.
- W4306149342 hasConcept C60908668 @default.
- W4306149342 hasConceptScore W4306149342C105795698 @default.
- W4306149342 hasConceptScore W4306149342C119599485 @default.
- W4306149342 hasConceptScore W4306149342C119857082 @default.
- W4306149342 hasConceptScore W4306149342C124101348 @default.
- W4306149342 hasConceptScore W4306149342C127413603 @default.
- W4306149342 hasConceptScore W4306149342C139945424 @default.
- W4306149342 hasConceptScore W4306149342C153180895 @default.
- W4306149342 hasConceptScore W4306149342C154945302 @default.
- W4306149342 hasConceptScore W4306149342C179717631 @default.
- W4306149342 hasConceptScore W4306149342C186370098 @default.
- W4306149342 hasConceptScore W4306149342C195975749 @default.
- W4306149342 hasConceptScore W4306149342C2780165032 @default.
- W4306149342 hasConceptScore W4306149342C29470771 @default.
- W4306149342 hasConceptScore W4306149342C33923547 @default.
- W4306149342 hasConceptScore W4306149342C41008148 @default.
- W4306149342 hasConceptScore W4306149342C5041914 @default.
- W4306149342 hasConceptScore W4306149342C50644808 @default.
- W4306149342 hasConceptScore W4306149342C58166 @default.
- W4306149342 hasConceptScore W4306149342C60908668 @default.
- W4306149342 hasIssue "20" @default.
- W4306149342 hasLocation W43061493421 @default.
- W4306149342 hasOpenAccess W4306149342 @default.
- W4306149342 hasPrimaryLocation W43061493421 @default.
- W4306149342 hasRelatedWork W1489969923 @default.
- W4306149342 hasRelatedWork W2038329751 @default.
- W4306149342 hasRelatedWork W2091943352 @default.
- W4306149342 hasRelatedWork W2749461815 @default.
- W4306149342 hasRelatedWork W2890929759 @default.
- W4306149342 hasRelatedWork W3106494386 @default.
- W4306149342 hasRelatedWork W3166304799 @default.
- W4306149342 hasRelatedWork W4226023263 @default.
- W4306149342 hasRelatedWork W4231994957 @default.
- W4306149342 hasRelatedWork W4285741730 @default.
- W4306149342 hasVolume "15" @default.
- W4306149342 isParatext "false" @default.
- W4306149342 isRetracted "false" @default.