FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4213012357> ?p ?o ?g. }

• W4213012357 endingPage "111973" @default.
• W4213012357 startingPage "111973" @default.
• W4213012357 abstract "Demand flexibility (DF) has the potential to increase the saturation of renewables in the grid and reduce operating costs for both utilities and customers. However, less than 8% of U.S. residential electric customers are enrolled in DF programs. A major research gap on this topic is an uneven understanding of behavioral drivers of electricity use and DF program participation at the household level. In this study, we employ machine learning models to predict residential occupant behavior in activities relevant to DF. We model occupants’ extensive decisions (i.e., choice of action) and intensive behaviors (i.e., amount of time spent) during peak and off-peak time periods using the publicly available American Time Use Survey, which includes activities data for approximately 200,000 respondents. In our machine learning models, predictions for both extensive and intensive behavior fell within a ±20% error margin at the aggregate level. We identify 13 key sociodemographic predictors of DF-related intensive behavior using LASSO inference and beta coefficient ranking. However, these top predictors differ by activity, suggesting potential scope for differential user targeting for DF events and technologies during program design. This work also contributes to understanding when and who might adopt these DF technologies based on their daily routine activities." @default.
• W4213012357 created "2022-02-24" @default.
• W4213012357 creator A5016666174 @default.
• W4213012357 creator A5043746823 @default.
• W4213012357 creator A5065520022 @default.
• W4213012357 date "2022-05-01" @default.
• W4213012357 modified "2023-10-12" @default.
• W4213012357 title "Residential Demand Flexibility: Modeling Occupant Behavior using Sociodemographic Predictors" @default.
• W4213012357 cites W1776022403 @default.
• W4213012357 cites W1968324288 @default.
• W4213012357 cites W1973823147 @default.
• W4213012357 cites W2005882982 @default.
• W4213012357 cites W2028291287 @default.
• W4213012357 cites W2105171386 @default.
• W4213012357 cites W2106044708 @default.
• W4213012357 cites W2138483746 @default.
• W4213012357 cites W2151114637 @default.
• W4213012357 cites W2195875293 @default.
• W4213012357 cites W2227522135 @default.
• W4213012357 cites W2299889174 @default.
• W4213012357 cites W2514410025 @default.
• W4213012357 cites W2543981688 @default.
• W4213012357 cites W2618603214 @default.
• W4213012357 cites W2620076100 @default.
• W4213012357 cites W2740571948 @default.
• W4213012357 cites W2741280287 @default.
• W4213012357 cites W2773776513 @default.
• W4213012357 cites W2784193589 @default.
• W4213012357 cites W2793486043 @default.
• W4213012357 cites W2798878462 @default.
• W4213012357 cites W2856376855 @default.
• W4213012357 cites W2897060952 @default.
• W4213012357 cites W2936343203 @default.
• W4213012357 cites W2954319086 @default.
• W4213012357 cites W2954407114 @default.
• W4213012357 cites W2968538832 @default.
• W4213012357 cites W2969802651 @default.
• W4213012357 cites W2994892524 @default.
• W4213012357 cites W3021807279 @default.
• W4213012357 cites W3082751503 @default.
• W4213012357 cites W3122653892 @default.
• W4213012357 cites W3136269694 @default.
• W4213012357 cites W3154198895 @default.
• W4213012357 cites W4285137226 @default.
• W4213012357 doi "https://doi.org/10.1016/j.enbuild.2022.111973" @default.
• W4213012357 hasPublicationYear "2022" @default.
• W4213012357 type Work @default.
• W4213012357 citedByCount "4" @default.
• W4213012357 countsByYear W42130123572022 @default.
• W4213012357 countsByYear W42130123572023 @default.
• W4213012357 crossrefType "journal-article" @default.
• W4213012357 hasAuthorship W4213012357A5016666174 @default.
• W4213012357 hasAuthorship W4213012357A5043746823 @default.
• W4213012357 hasAuthorship W4213012357A5065520022 @default.
• W4213012357 hasBestOaLocation W42130123571 @default.
• W4213012357 hasConcept C105795698 @default.
• W4213012357 hasConcept C119599485 @default.
• W4213012357 hasConcept C119857082 @default.
• W4213012357 hasConcept C127413603 @default.
• W4213012357 hasConcept C134560507 @default.
• W4213012357 hasConcept C136764020 @default.
• W4213012357 hasConcept C144133560 @default.
• W4213012357 hasConcept C149782125 @default.
• W4213012357 hasConcept C162324750 @default.
• W4213012357 hasConcept C18762648 @default.
• W4213012357 hasConcept C189430467 @default.
• W4213012357 hasConcept C206658404 @default.
• W4213012357 hasConcept C2780598303 @default.
• W4213012357 hasConcept C33923547 @default.
• W4213012357 hasConcept C37616216 @default.
• W4213012357 hasConcept C41008148 @default.
• W4213012357 hasConcept C78519656 @default.
• W4213012357 hasConceptScore W4213012357C105795698 @default.
• W4213012357 hasConceptScore W4213012357C119599485 @default.
• W4213012357 hasConceptScore W4213012357C119857082 @default.
• W4213012357 hasConceptScore W4213012357C127413603 @default.
• W4213012357 hasConceptScore W4213012357C134560507 @default.
• W4213012357 hasConceptScore W4213012357C136764020 @default.
• W4213012357 hasConceptScore W4213012357C144133560 @default.
• W4213012357 hasConceptScore W4213012357C149782125 @default.
• W4213012357 hasConceptScore W4213012357C162324750 @default.
• W4213012357 hasConceptScore W4213012357C18762648 @default.
• W4213012357 hasConceptScore W4213012357C189430467 @default.
• W4213012357 hasConceptScore W4213012357C206658404 @default.
• W4213012357 hasConceptScore W4213012357C2780598303 @default.
• W4213012357 hasConceptScore W4213012357C33923547 @default.
• W4213012357 hasConceptScore W4213012357C37616216 @default.
• W4213012357 hasConceptScore W4213012357C41008148 @default.
• W4213012357 hasConceptScore W4213012357C78519656 @default.
• W4213012357 hasLocation W42130123571 @default.
• W4213012357 hasLocation W42130123572 @default.
• W4213012357 hasOpenAccess W4213012357 @default.
• W4213012357 hasPrimaryLocation W42130123571 @default.
• W4213012357 hasRelatedWork W1530722319 @default.
• W4213012357 hasRelatedWork W1881881992 @default.
• W4213012357 hasRelatedWork W2140196110 @default.
• W4213012357 hasRelatedWork W2212119398 @default.
• W4213012357 hasRelatedWork W2905071754 @default.

• next