Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308793670> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4308793670 abstract "Solar Dryer Dome (SDD), an agricultural facility for drying and preserving agricultural products, needs a smart ability to predict the future indoor climate accurately, including indoor temperature and indoor humidity, in order to optimize electricity usage. To overcome these challenges, deep learning has been a widely adopted method. This research aims to forecast the future indoor climate using time series data by implementing a sequence-to-sequence (seq2seq) architecture, which is mostly used in Natural Language Processing (NLP) tasks. The two proposed seq2seq models, Long Short-Term Memory (LSTM) seq2seq and Gated Recurrent Unit (GRU) seq2seq, have proven to be superior to the adapted LSTM and GRU. The results show that the seq2seq GRU model outperforms the adapted GRU baseline model by an average difference of 0.03013 in MAE and the seq2seq LSTM model outperforms the adapted LSTM baseline model by an average difference of 0.00941 in MAE. To the best of our knowledge, this is the first implementation of seq2seq models for indoor climate forecasting on the Room Climate dataset." @default.
- W4308793670 created "2022-11-15" @default.
- W4308793670 creator A5005192736 @default.
- W4308793670 creator A5030073579 @default.
- W4308793670 creator A5052689356 @default.
- W4308793670 date "2022-09-20" @default.
- W4308793670 modified "2023-09-25" @default.
- W4308793670 title "Sequence to Sequence Deep Learning Architecture for Forecasting Temperature and Humidity inside Closed Space" @default.
- W4308793670 cites W1988050849 @default.
- W4308793670 cites W2004882387 @default.
- W4308793670 cites W2157331557 @default.
- W4308793670 cites W2885342279 @default.
- W4308793670 cites W2904022634 @default.
- W4308793670 cites W2917107559 @default.
- W4308793670 cites W2919115771 @default.
- W4308793670 cites W2970413753 @default.
- W4308793670 cites W2972734229 @default.
- W4308793670 cites W2992270489 @default.
- W4308793670 cites W3000499162 @default.
- W4308793670 cites W3015908511 @default.
- W4308793670 cites W3019553070 @default.
- W4308793670 cites W3024761859 @default.
- W4308793670 cites W3094568574 @default.
- W4308793670 cites W3111220171 @default.
- W4308793670 cites W3131103113 @default.
- W4308793670 cites W3131491055 @default.
- W4308793670 cites W3131846289 @default.
- W4308793670 cites W3133181227 @default.
- W4308793670 cites W3133224387 @default.
- W4308793670 cites W3157663382 @default.
- W4308793670 cites W3165040548 @default.
- W4308793670 cites W3168564952 @default.
- W4308793670 cites W3182706339 @default.
- W4308793670 cites W3194074702 @default.
- W4308793670 cites W4214878194 @default.
- W4308793670 cites W4224241687 @default.
- W4308793670 doi "https://doi.org/10.1109/citsm56380.2022.9936008" @default.
- W4308793670 hasPublicationYear "2022" @default.
- W4308793670 type Work @default.
- W4308793670 citedByCount "0" @default.
- W4308793670 crossrefType "proceedings-article" @default.
- W4308793670 hasAuthorship W4308793670A5005192736 @default.
- W4308793670 hasAuthorship W4308793670A5030073579 @default.
- W4308793670 hasAuthorship W4308793670A5052689356 @default.
- W4308793670 hasConcept C108583219 @default.
- W4308793670 hasConcept C111368507 @default.
- W4308793670 hasConcept C119857082 @default.
- W4308793670 hasConcept C121332964 @default.
- W4308793670 hasConcept C123657996 @default.
- W4308793670 hasConcept C12725497 @default.
- W4308793670 hasConcept C127313418 @default.
- W4308793670 hasConcept C132651083 @default.
- W4308793670 hasConcept C142362112 @default.
- W4308793670 hasConcept C151420433 @default.
- W4308793670 hasConcept C153294291 @default.
- W4308793670 hasConcept C153349607 @default.
- W4308793670 hasConcept C154945302 @default.
- W4308793670 hasConcept C168754636 @default.
- W4308793670 hasConcept C18903297 @default.
- W4308793670 hasConcept C2778112365 @default.
- W4308793670 hasConcept C41008148 @default.
- W4308793670 hasConcept C54355233 @default.
- W4308793670 hasConcept C86803240 @default.
- W4308793670 hasConceptScore W4308793670C108583219 @default.
- W4308793670 hasConceptScore W4308793670C111368507 @default.
- W4308793670 hasConceptScore W4308793670C119857082 @default.
- W4308793670 hasConceptScore W4308793670C121332964 @default.
- W4308793670 hasConceptScore W4308793670C123657996 @default.
- W4308793670 hasConceptScore W4308793670C12725497 @default.
- W4308793670 hasConceptScore W4308793670C127313418 @default.
- W4308793670 hasConceptScore W4308793670C132651083 @default.
- W4308793670 hasConceptScore W4308793670C142362112 @default.
- W4308793670 hasConceptScore W4308793670C151420433 @default.
- W4308793670 hasConceptScore W4308793670C153294291 @default.
- W4308793670 hasConceptScore W4308793670C153349607 @default.
- W4308793670 hasConceptScore W4308793670C154945302 @default.
- W4308793670 hasConceptScore W4308793670C168754636 @default.
- W4308793670 hasConceptScore W4308793670C18903297 @default.
- W4308793670 hasConceptScore W4308793670C2778112365 @default.
- W4308793670 hasConceptScore W4308793670C41008148 @default.
- W4308793670 hasConceptScore W4308793670C54355233 @default.
- W4308793670 hasConceptScore W4308793670C86803240 @default.
- W4308793670 hasLocation W43087936701 @default.
- W4308793670 hasOpenAccess W4308793670 @default.
- W4308793670 hasPrimaryLocation W43087936701 @default.
- W4308793670 hasRelatedWork W2922457425 @default.
- W4308793670 hasRelatedWork W3014300295 @default.
- W4308793670 hasRelatedWork W3164822677 @default.
- W4308793670 hasRelatedWork W4223943233 @default.
- W4308793670 hasRelatedWork W4225161397 @default.
- W4308793670 hasRelatedWork W4250304930 @default.
- W4308793670 hasRelatedWork W4309045103 @default.
- W4308793670 hasRelatedWork W4312200629 @default.
- W4308793670 hasRelatedWork W4360585206 @default.
- W4308793670 hasRelatedWork W4364306694 @default.
- W4308793670 isParatext "false" @default.
- W4308793670 isRetracted "false" @default.
- W4308793670 workType "article" @default.