FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4205662272> ?p ?o ?g. }

• W4205662272 endingPage "111828" @default.
• W4205662272 startingPage "111828" @default.
• W4205662272 abstract "For several years now, smart building energy systems have been a research area of intensive activity. In light of the increasing need for sustainable buildings and energy systems, this trend motivates an increasing need for a solution to reduce carbon dioxide emissions and improve energy efficiency. This paper proposes a high-performing and transferable occupancy detection framework that combines sensor data from different data modalities, including time series environmental data (temperature, humidity, and illuminance), image data, and acoustic energy data using ensemble method. To draw out the best prediction performance in each modality, the proposed framework was developed, including various models that were designed to learn the occupancy patterns reflected in the physical data streams. To tackle the time series environmental data, we designed two variants of an occupancy detection spatiotemporal pattern network (Occ-STPN) that performs both feature level and decision level fusion, respectively. We also propose a new metric; the fading memory mean square error (FMMSE), that provides a fair evaluation and penalization of delayed occupancy predictions. Multiple open-sourced datasets, including the Electricity Consumption and Occupancy and the University of California, Irvine’s (UCI) building occupancy detection dataset, along with our own real data collected from six different houses, were used to validate the algorithms’ performance. The experimental results presented herein break down the performance for each sensing modality, and a detailed analysis of the performance is also discussed." @default.
• W4205662272 created "2022-01-26" @default.
• W4205662272 creator A5005992691 @default.
• W4205662272 creator A5024093823 @default.
• W4205662272 creator A5024621909 @default.
• W4205662272 creator A5037528305 @default.
• W4205662272 creator A5052217117 @default.
• W4205662272 creator A5081037761 @default.
• W4205662272 date "2022-03-01" @default.
• W4205662272 modified "2023-10-12" @default.
• W4205662272 title "Multimodal sensor fusion framework for residential building occupancy detection" @default.
• W4205662272 cites W2016813674 @default.
• W4205662272 cites W2053209543 @default.
• W4205662272 cites W2064675550 @default.
• W4205662272 cites W2069872789 @default.
• W4205662272 cites W2156483112 @default.
• W4205662272 cites W2157028949 @default.
• W4205662272 cites W2182886880 @default.
• W4205662272 cites W2286327257 @default.
• W4205662272 cites W2475772748 @default.
• W4205662272 cites W2512669562 @default.
• W4205662272 cites W2554207730 @default.
• W4205662272 cites W2568808500 @default.
• W4205662272 cites W2574334566 @default.
• W4205662272 cites W2615843269 @default.
• W4205662272 cites W2755092530 @default.
• W4205662272 cites W2787265079 @default.
• W4205662272 cites W2789663609 @default.
• W4205662272 cites W2900690038 @default.
• W4205662272 cites W2901918999 @default.
• W4205662272 cites W2969583644 @default.
• W4205662272 cites W3093282011 @default.
• W4205662272 cites W3106506544 @default.
• W4205662272 cites W3154478456 @default.
• W4205662272 cites W3210294652 @default.
• W4205662272 cites W4234854346 @default.
• W4205662272 doi "https://doi.org/10.1016/j.enbuild.2021.111828" @default.
• W4205662272 hasPublicationYear "2022" @default.
• W4205662272 type Work @default.
• W4205662272 citedByCount "9" @default.
• W4205662272 countsByYear W42056622722022 @default.
• W4205662272 countsByYear W42056622722023 @default.
• W4205662272 crossrefType "journal-article" @default.
• W4205662272 hasAuthorship W4205662272A5005992691 @default.
• W4205662272 hasAuthorship W4205662272A5024093823 @default.
• W4205662272 hasAuthorship W4205662272A5024621909 @default.
• W4205662272 hasAuthorship W4205662272A5037528305 @default.
• W4205662272 hasAuthorship W4205662272A5052217117 @default.
• W4205662272 hasAuthorship W4205662272A5081037761 @default.
• W4205662272 hasBestOaLocation W42056622721 @default.
• W4205662272 hasConcept C119599485 @default.
• W4205662272 hasConcept C119857082 @default.
• W4205662272 hasConcept C121332964 @default.
• W4205662272 hasConcept C124101348 @default.
• W4205662272 hasConcept C127413603 @default.
• W4205662272 hasConcept C151406439 @default.
• W4205662272 hasConcept C160331591 @default.
• W4205662272 hasConcept C170154142 @default.
• W4205662272 hasConcept C176217482 @default.
• W4205662272 hasConcept C206658404 @default.
• W4205662272 hasConcept C21547014 @default.
• W4205662272 hasConcept C2742236 @default.
• W4205662272 hasConcept C2780165032 @default.
• W4205662272 hasConcept C33954974 @default.
• W4205662272 hasConcept C41008148 @default.
• W4205662272 hasConcept C79403827 @default.
• W4205662272 hasConcept C83931994 @default.
• W4205662272 hasConcept C89198739 @default.
• W4205662272 hasConcept C97355855 @default.
• W4205662272 hasConceptScore W4205662272C119599485 @default.
• W4205662272 hasConceptScore W4205662272C119857082 @default.
• W4205662272 hasConceptScore W4205662272C121332964 @default.
• W4205662272 hasConceptScore W4205662272C124101348 @default.
• W4205662272 hasConceptScore W4205662272C127413603 @default.
• W4205662272 hasConceptScore W4205662272C151406439 @default.
• W4205662272 hasConceptScore W4205662272C160331591 @default.
• W4205662272 hasConceptScore W4205662272C170154142 @default.
• W4205662272 hasConceptScore W4205662272C176217482 @default.
• W4205662272 hasConceptScore W4205662272C206658404 @default.
• W4205662272 hasConceptScore W4205662272C21547014 @default.
• W4205662272 hasConceptScore W4205662272C2742236 @default.
• W4205662272 hasConceptScore W4205662272C2780165032 @default.
• W4205662272 hasConceptScore W4205662272C33954974 @default.
• W4205662272 hasConceptScore W4205662272C41008148 @default.
• W4205662272 hasConceptScore W4205662272C79403827 @default.
• W4205662272 hasConceptScore W4205662272C83931994 @default.
• W4205662272 hasConceptScore W4205662272C89198739 @default.
• W4205662272 hasConceptScore W4205662272C97355855 @default.
• W4205662272 hasFunder F4320306084 @default.
• W4205662272 hasFunder F4320332276 @default.
• W4205662272 hasFunder F4320338290 @default.
• W4205662272 hasLocation W42056622721 @default.
• W4205662272 hasLocation W42056622722 @default.
• W4205662272 hasLocation W42056622723 @default.
• W4205662272 hasOpenAccess W4205662272 @default.
• W4205662272 hasPrimaryLocation W42056622721 @default.
• W4205662272 hasRelatedWork W1968324288 @default.
• W4205662272 hasRelatedWork W1972440681 @default.

• next