FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4224254004> ?p ?o ?g. }

• W4224254004 endingPage "2974" @default.
• W4224254004 startingPage "2974" @default.
• W4224254004 abstract "The forecast and estimation of total electric power demand of a residential community, its baseload, and its heating ventilation and air-conditioning (HVAC) power component, which represents a very large portion of a community electricity usage, are important enablers for optimal energy controls and utility planning. This paper proposes a method that employs machine learning in a multi-step integrated approach. An LSTM model for total electric power at the main circuit feeder is trained using historic multi-year hourly data, outdoor temperature, and solar irradiance. New key temperature indicators, TmHAVC, corresponding to the standby zero-power operation for HVAC systems for summer cooling and winter heating are introduced using a V-shaped hourly total load curve. The trained LTSM model is additionally run with TmHVAC and zero irradiance inputs yielding an estimated baseload, which is representative of typical occupancy patterns. The HVAC power component is disaggregated as the difference between total and baseload power. Total power forecasts of an aggregated residential community as seen by major distribution lines are experimentally validated with a satisfactory MAPE error below 10% based on a 4-year dataset from a representative suburban community with more than 1800 homes in Kentucky, U.S. Discussions regarding the validity of the separation method based on combined considerations of fundamental physics, statistics, and human behavior are also included." @default.
• W4224254004 created "2022-04-26" @default.
• W4224254004 creator A5016323622 @default.
• W4224254004 creator A5079397152 @default.
• W4224254004 creator A5091682622 @default.
• W4224254004 creator A5091809459 @default.
• W4224254004 date "2022-04-19" @default.
• W4224254004 modified "2023-10-01" @default.
• W4224254004 title "Forecast of Community Total Electric Load and HVAC Component Disaggregation through a New LSTM-Based Method" @default.
• W4224254004 cites W2296521892 @default.
• W4224254004 cites W2527136714 @default.
• W4224254004 cites W2754252319 @default.
• W4224254004 cites W2953233651 @default.
• W4224254004 cites W2969068229 @default.
• W4224254004 cites W2969336923 @default.
• W4224254004 cites W2999553301 @default.
• W4224254004 cites W3008822412 @default.
• W4224254004 cites W3016763103 @default.
• W4224254004 cites W3019413023 @default.
• W4224254004 cites W3048930399 @default.
• W4224254004 cites W3090343602 @default.
• W4224254004 cites W3096394229 @default.
• W4224254004 cites W3127929227 @default.
• W4224254004 cites W3192389787 @default.
• W4224254004 cites W3207097061 @default.
• W4224254004 cites W3215156608 @default.
• W4224254004 cites W3217323452 @default.
• W4224254004 doi "https://doi.org/10.3390/en15092974" @default.
• W4224254004 hasPublicationYear "2022" @default.
• W4224254004 type Work @default.
• W4224254004 citedByCount "2" @default.
• W4224254004 countsByYear W42242540042023 @default.
• W4224254004 crossrefType "journal-article" @default.
• W4224254004 hasAuthorship W4224254004A5016323622 @default.
• W4224254004 hasAuthorship W4224254004A5079397152 @default.
• W4224254004 hasAuthorship W4224254004A5091682622 @default.
• W4224254004 hasAuthorship W4224254004A5091809459 @default.
• W4224254004 hasBestOaLocation W42242540041 @default.
• W4224254004 hasConcept C103742991 @default.
• W4224254004 hasConcept C105795698 @default.
• W4224254004 hasConcept C119599485 @default.
• W4224254004 hasConcept C121332964 @default.
• W4224254004 hasConcept C122346748 @default.
• W4224254004 hasConcept C123153844 @default.
• W4224254004 hasConcept C127413603 @default.
• W4224254004 hasConcept C139945424 @default.
• W4224254004 hasConcept C150217764 @default.
• W4224254004 hasConcept C153294291 @default.
• W4224254004 hasConcept C163258240 @default.
• W4224254004 hasConcept C165801399 @default.
• W4224254004 hasConcept C168167062 @default.
• W4224254004 hasConcept C200601418 @default.
• W4224254004 hasConcept C205649164 @default.
• W4224254004 hasConcept C206658404 @default.
• W4224254004 hasConcept C2779438525 @default.
• W4224254004 hasConcept C33923547 @default.
• W4224254004 hasConcept C39432304 @default.
• W4224254004 hasConcept C40293303 @default.
• W4224254004 hasConcept C41008148 @default.
• W4224254004 hasConcept C46423501 @default.
• W4224254004 hasConcept C62520636 @default.
• W4224254004 hasConcept C77715397 @default.
• W4224254004 hasConcept C78519656 @default.
• W4224254004 hasConcept C89227174 @default.
• W4224254004 hasConcept C97355855 @default.
• W4224254004 hasConceptScore W4224254004C103742991 @default.
• W4224254004 hasConceptScore W4224254004C105795698 @default.
• W4224254004 hasConceptScore W4224254004C119599485 @default.
• W4224254004 hasConceptScore W4224254004C121332964 @default.
• W4224254004 hasConceptScore W4224254004C122346748 @default.
• W4224254004 hasConceptScore W4224254004C123153844 @default.
• W4224254004 hasConceptScore W4224254004C127413603 @default.
• W4224254004 hasConceptScore W4224254004C139945424 @default.
• W4224254004 hasConceptScore W4224254004C150217764 @default.
• W4224254004 hasConceptScore W4224254004C153294291 @default.
• W4224254004 hasConceptScore W4224254004C163258240 @default.
• W4224254004 hasConceptScore W4224254004C165801399 @default.
• W4224254004 hasConceptScore W4224254004C168167062 @default.
• W4224254004 hasConceptScore W4224254004C200601418 @default.
• W4224254004 hasConceptScore W4224254004C205649164 @default.
• W4224254004 hasConceptScore W4224254004C206658404 @default.
• W4224254004 hasConceptScore W4224254004C2779438525 @default.
• W4224254004 hasConceptScore W4224254004C33923547 @default.
• W4224254004 hasConceptScore W4224254004C39432304 @default.
• W4224254004 hasConceptScore W4224254004C40293303 @default.
• W4224254004 hasConceptScore W4224254004C41008148 @default.
• W4224254004 hasConceptScore W4224254004C46423501 @default.
• W4224254004 hasConceptScore W4224254004C62520636 @default.
• W4224254004 hasConceptScore W4224254004C77715397 @default.
• W4224254004 hasConceptScore W4224254004C78519656 @default.
• W4224254004 hasConceptScore W4224254004C89227174 @default.
• W4224254004 hasConceptScore W4224254004C97355855 @default.
• W4224254004 hasFunder F4320306076 @default.
• W4224254004 hasFunder F4320335353 @default.
• W4224254004 hasIssue "9" @default.
• W4224254004 hasLocation W42242540041 @default.
• W4224254004 hasLocation W42242540042 @default.
• W4224254004 hasLocation W42242540043 @default.

• next