FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2900724415> ?p ?o ?g. }

• W2900724415 endingPage "442" @default.
• W2900724415 startingPage "428" @default.
• W2900724415 abstract "An accurate building energy forecasting model is the key for real-time model based control of building energy systems and building-grid integration. Data-driven models, though have lower engineering cost during their development process, often suffer from poor model generalization caused by high data dimensionality. Feature selection, a process of selecting a subset of relevant features, can defy high dimensionality, increase model interpretability, and enhance model generalization. In building energy modeling research, features are often selected based on domain knowledge. There lacks a comprehensive methodology to guide a systematic feature selection procedure when developing building energy forecasting models. In this research, a systematic feature selection procedure for developing a building energy forecasting model is proposed which attempts to integrate statistical analysis, building physics and engineering experiences. The proposed procedure includes three steps, i.e., (Step 1) feature pre-processing based on domain knowledge, (Step 2) feature removal through filter methods to remove irrelevant and redundant variables, and (Step 3) feature grouping through wrapper method to search for the best feature set. Two case studies are presented here using both simulated and real building data. The simulated building data are generated from a medium-size office building (a DOE reference building) simulation model. The real building data are obtained from a medium-size campus building in Philadelphia, PA. In both cases, the energy forecasting models that are developed using proposed systematic feature selection procedure is compared with models using other feature selection techniques. Results show that the models developed using proposed procedure have better accuracy and generalization." @default.
• W2900724415 created "2018-11-29" @default.
• W2900724415 creator A5039645001 @default.
• W2900724415 creator A5066599847 @default.
• W2900724415 date "2019-01-01" @default.
• W2900724415 modified "2023-10-14" @default.
• W2900724415 title "A systematic feature selection procedure for short-term data-driven building energy forecasting model development" @default.
• W2900724415 cites W1965345917 @default.
• W2900724415 cites W1977045974 @default.
• W2900724415 cites W1987012371 @default.
• W2900724415 cites W1995806857 @default.
• W2900724415 cites W2000548672 @default.
• W2900724415 cites W2005269173 @default.
• W2900724415 cites W2045578358 @default.
• W2900724415 cites W2047143310 @default.
• W2900724415 cites W2051820105 @default.
• W2900724415 cites W2060587539 @default.
• W2900724415 cites W2069304223 @default.
• W2900724415 cites W2075891641 @default.
• W2900724415 cites W2077593649 @default.
• W2900724415 cites W2078297434 @default.
• W2900724415 cites W2108152153 @default.
• W2900724415 cites W2111528621 @default.
• W2900724415 cites W2151049413 @default.
• W2900724415 cites W2151593681 @default.
• W2900724415 cites W2154053567 @default.
• W2900724415 cites W2164709595 @default.
• W2900724415 cites W2166313543 @default.
• W2900724415 cites W2394552134 @default.
• W2900724415 cites W2466410195 @default.
• W2900724415 cites W2560648492 @default.
• W2900724415 doi "https://doi.org/10.1016/j.enbuild.2018.11.010" @default.
• W2900724415 hasPublicationYear "2019" @default.
• W2900724415 type Work @default.
• W2900724415 sameAs 2900724415 @default.
• W2900724415 citedByCount "76" @default.
• W2900724415 countsByYear W29007244152019 @default.
• W2900724415 countsByYear W29007244152020 @default.
• W2900724415 countsByYear W29007244152021 @default.
• W2900724415 countsByYear W29007244152022 @default.
• W2900724415 countsByYear W29007244152023 @default.
• W2900724415 crossrefType "journal-article" @default.
• W2900724415 hasAuthorship W2900724415A5039645001 @default.
• W2900724415 hasAuthorship W2900724415A5066599847 @default.
• W2900724415 hasBestOaLocation W29007244151 @default.
• W2900724415 hasConcept C111030470 @default.
• W2900724415 hasConcept C111919701 @default.
• W2900724415 hasConcept C119599485 @default.
• W2900724415 hasConcept C119857082 @default.
• W2900724415 hasConcept C121332964 @default.
• W2900724415 hasConcept C124101348 @default.
• W2900724415 hasConcept C127413603 @default.
• W2900724415 hasConcept C134306372 @default.
• W2900724415 hasConcept C138885662 @default.
• W2900724415 hasConcept C148483581 @default.
• W2900724415 hasConcept C154945302 @default.
• W2900724415 hasConcept C177148314 @default.
• W2900724415 hasConcept C189474733 @default.
• W2900724415 hasConcept C2776401178 @default.
• W2900724415 hasConcept C2778530916 @default.
• W2900724415 hasConcept C2780165032 @default.
• W2900724415 hasConcept C2780331096 @default.
• W2900724415 hasConcept C2781067378 @default.
• W2900724415 hasConcept C33923547 @default.
• W2900724415 hasConcept C41008148 @default.
• W2900724415 hasConcept C41895202 @default.
• W2900724415 hasConcept C44154836 @default.
• W2900724415 hasConcept C62520636 @default.
• W2900724415 hasConcept C98045186 @default.
• W2900724415 hasConceptScore W2900724415C111030470 @default.
• W2900724415 hasConceptScore W2900724415C111919701 @default.
• W2900724415 hasConceptScore W2900724415C119599485 @default.
• W2900724415 hasConceptScore W2900724415C119857082 @default.
• W2900724415 hasConceptScore W2900724415C121332964 @default.
• W2900724415 hasConceptScore W2900724415C124101348 @default.
• W2900724415 hasConceptScore W2900724415C127413603 @default.
• W2900724415 hasConceptScore W2900724415C134306372 @default.
• W2900724415 hasConceptScore W2900724415C138885662 @default.
• W2900724415 hasConceptScore W2900724415C148483581 @default.
• W2900724415 hasConceptScore W2900724415C154945302 @default.
• W2900724415 hasConceptScore W2900724415C177148314 @default.
• W2900724415 hasConceptScore W2900724415C189474733 @default.
• W2900724415 hasConceptScore W2900724415C2776401178 @default.
• W2900724415 hasConceptScore W2900724415C2778530916 @default.
• W2900724415 hasConceptScore W2900724415C2780165032 @default.
• W2900724415 hasConceptScore W2900724415C2780331096 @default.
• W2900724415 hasConceptScore W2900724415C2781067378 @default.
• W2900724415 hasConceptScore W2900724415C33923547 @default.
• W2900724415 hasConceptScore W2900724415C41008148 @default.
• W2900724415 hasConceptScore W2900724415C41895202 @default.
• W2900724415 hasConceptScore W2900724415C44154836 @default.
• W2900724415 hasConceptScore W2900724415C62520636 @default.
• W2900724415 hasConceptScore W2900724415C98045186 @default.
• W2900724415 hasFunder F4320306076 @default.
• W2900724415 hasFunder F4320306084 @default.
• W2900724415 hasLocation W29007244151 @default.
• W2900724415 hasLocation W29007244152 @default.
• W2900724415 hasOpenAccess W2900724415 @default.

• next