FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2982435754> ?p ?o ?g. }

• W2982435754 endingPage "115413" @default.
• W2982435754 startingPage "115413" @default.
• W2982435754 abstract "Building energy performance benchmarking has been adopted widely in the USA and Canada through the Energy Star Portfolio Manager platform. Building operations and energy management professionals have long used a simple 1-100 score to understand how their building compares to its peers. This single number is easy to use, but is created by inaccurate linear regression (MLR) models. This paper proposes a methodology that enhances the existing Energy Star calculation method by increasing accuracy and providing additional model output processing to help explain why a building is achieving a certain score. We propose and test two new prediction models: multiple linear regression with feature interactions (MLRi) and gradient boosted trees (GBT). Both models have better average accuracy than the baseline Energy Star models. The third order MLRi and GBT models achieve 4.9% and 24.9% increase in adjusted R2, respectively, and 7.0% and 13.7% decrease in normalized root mean squared error (NRMSE), respectively, on average than MLR models for six building types. Even more importantly, a set of techniques is developed to help determine which factors most influence the score using SHAP values. The SHAP force visualization in particular offers an accessible overview of the aspects of the building that influence the score that non-technical users can readily interpret. This methodology is tested on the 2012 Commercial Building Energy Consumption Survey (CBECS)(1,812 buildings) and public data sets from the energy disclosure programs of New York City (11,131 buildings) and Seattle (2,073 buildings)." @default.
• W2982435754 created "2019-11-08" @default.
• W2982435754 creator A5023927229 @default.
• W2982435754 creator A5040213611 @default.
• W2982435754 creator A5045303713 @default.
• W2982435754 date "2020-10-01" @default.
• W2982435754 modified "2023-10-18" @default.
• W2982435754 title "EnergyStar++: Towards more accurate and explanatory building energy benchmarking" @default.
• W2982435754 cites W1967890363 @default.
• W2982435754 cites W1973211055 @default.
• W2982435754 cites W1979228667 @default.
• W2982435754 cites W1981612073 @default.
• W2982435754 cites W1992120390 @default.
• W2982435754 cites W1996796871 @default.
• W2982435754 cites W2007700590 @default.
• W2982435754 cites W2011363381 @default.
• W2982435754 cites W2055728057 @default.
• W2982435754 cites W2057320261 @default.
• W2982435754 cites W2063575312 @default.
• W2982435754 cites W2065426069 @default.
• W2982435754 cites W2103834866 @default.
• W2982435754 cites W2108152153 @default.
• W2982435754 cites W2129523275 @default.
• W2982435754 cites W2135078545 @default.
• W2982435754 cites W2152169257 @default.
• W2982435754 cites W2164709595 @default.
• W2982435754 cites W2252685070 @default.
• W2982435754 cites W2282821441 @default.
• W2982435754 cites W2339603402 @default.
• W2982435754 cites W2612696210 @default.
• W2982435754 cites W2756237131 @default.
• W2982435754 cites W2761146210 @default.
• W2982435754 cites W2767393656 @default.
• W2982435754 cites W2774481247 @default.
• W2982435754 cites W2780163646 @default.
• W2982435754 cites W2791258466 @default.
• W2982435754 cites W2803813752 @default.
• W2982435754 cites W2890367559 @default.
• W2982435754 cites W2892741787 @default.
• W2982435754 cites W2897784558 @default.
• W2982435754 cites W2911964244 @default.
• W2982435754 cites W2922147260 @default.
• W2982435754 cites W2922149933 @default.
• W2982435754 cites W2990144238 @default.
• W2982435754 cites W2994947794 @default.
• W2982435754 cites W3006796022 @default.
• W2982435754 cites W3008646003 @default.
• W2982435754 cites W4235011515 @default.
• W2982435754 cites W2981261193 @default.
• W2982435754 doi "https://doi.org/10.1016/j.apenergy.2020.115413" @default.
• W2982435754 hasPublicationYear "2020" @default.
• W2982435754 type Work @default.
• W2982435754 sameAs 2982435754 @default.
• W2982435754 citedByCount "66" @default.
• W2982435754 countsByYear W29824357542020 @default.
• W2982435754 countsByYear W29824357542021 @default.
• W2982435754 countsByYear W29824357542022 @default.
• W2982435754 countsByYear W29824357542023 @default.
• W2982435754 crossrefType "journal-article" @default.
• W2982435754 hasAuthorship W2982435754A5023927229 @default.
• W2982435754 hasAuthorship W2982435754A5040213611 @default.
• W2982435754 hasAuthorship W2982435754A5045303713 @default.
• W2982435754 hasBestOaLocation W29824357542 @default.
• W2982435754 hasConcept C105795698 @default.
• W2982435754 hasConcept C106159729 @default.
• W2982435754 hasConcept C119599485 @default.
• W2982435754 hasConcept C119857082 @default.
• W2982435754 hasConcept C124101348 @default.
• W2982435754 hasConcept C127413603 @default.
• W2982435754 hasConcept C139945424 @default.
• W2982435754 hasConcept C144133560 @default.
• W2982435754 hasConcept C162324750 @default.
• W2982435754 hasConcept C162853370 @default.
• W2982435754 hasConcept C177264268 @default.
• W2982435754 hasConcept C186370098 @default.
• W2982435754 hasConcept C199360897 @default.
• W2982435754 hasConcept C2780165032 @default.
• W2982435754 hasConcept C2780821815 @default.
• W2982435754 hasConcept C33923547 @default.
• W2982435754 hasConcept C36464697 @default.
• W2982435754 hasConcept C41008148 @default.
• W2982435754 hasConcept C48921125 @default.
• W2982435754 hasConcept C86251818 @default.
• W2982435754 hasConceptScore W2982435754C105795698 @default.
• W2982435754 hasConceptScore W2982435754C106159729 @default.
• W2982435754 hasConceptScore W2982435754C119599485 @default.
• W2982435754 hasConceptScore W2982435754C119857082 @default.
• W2982435754 hasConceptScore W2982435754C124101348 @default.
• W2982435754 hasConceptScore W2982435754C127413603 @default.
• W2982435754 hasConceptScore W2982435754C139945424 @default.
• W2982435754 hasConceptScore W2982435754C144133560 @default.
• W2982435754 hasConceptScore W2982435754C162324750 @default.
• W2982435754 hasConceptScore W2982435754C162853370 @default.
• W2982435754 hasConceptScore W2982435754C177264268 @default.
• W2982435754 hasConceptScore W2982435754C186370098 @default.
• W2982435754 hasConceptScore W2982435754C199360897 @default.
• W2982435754 hasConceptScore W2982435754C2780165032 @default.
• W2982435754 hasConceptScore W2982435754C2780821815 @default.

• next