Matches in SemOpenAlex for { <https://semopenalex.org/work/W4211009140> ?p ?o ?g. }
Showing items 1 to 78 of
78
with 100 items per page.
- W4211009140 abstract "The related problems of improving existing buildings' energy performance, reducing energy consumption, and improving indoor comfort and their many consequences are well known. Considering increasing urbanization and climate change, governments define strategies to enhance and measure buildings' energy performance and energy efficiency. This work aims to contribute to the improvement of buildings' characteristics by conducting a thorough systematic literature review and adopting a data science approach to these problems, presenting initial results with an open-access energy performance certificate dataset from the Lombardy Region, in Italy. We provide a pre-processing method to the data, applicable for future research, aiming to address challenges such as automatic classification of existing buildings' energy performance certification, and predicting energy-efficient retrofit measures, using machine learning techniques. The analysis of this dataset is challenging because of the high variability and dimensionality of this dataset. For this purpose, a robust iterative process was developed. First, the data dimensionality was reduced with Pearson Correlation to find the best set of variables against the non-renewable global energy performance index (EPgl, nren). Then, the outliers were handled by utilizing Box Plot and Isolation Forest algorithms. The main contribution is to inform private and public building sectors on dealing with high dimensional data to achieve enhanced energy performance and predict energy-efficient retrofit measures to improve their energy performance." @default.
- W4211009140 created "2022-02-13" @default.
- W4211009140 creator A5048073589 @default.
- W4211009140 creator A5078309202 @default.
- W4211009140 creator A5085575640 @default.
- W4211009140 date "2021-12-09" @default.
- W4211009140 modified "2023-09-23" @default.
- W4211009140 title "Evaluating Energy Performance Certificate Data with Data Science" @default.
- W4211009140 cites W1995443851 @default.
- W4211009140 cites W2058715873 @default.
- W4211009140 cites W2060422862 @default.
- W4211009140 cites W2082335606 @default.
- W4211009140 cites W2276120917 @default.
- W4211009140 cites W2296719434 @default.
- W4211009140 cites W2341074253 @default.
- W4211009140 cites W2563462907 @default.
- W4211009140 cites W2563804421 @default.
- W4211009140 cites W2604079038 @default.
- W4211009140 cites W2622844139 @default.
- W4211009140 cites W2724938621 @default.
- W4211009140 cites W2742301504 @default.
- W4211009140 cites W2800755917 @default.
- W4211009140 cites W2806066720 @default.
- W4211009140 cites W2811410005 @default.
- W4211009140 cites W2886368623 @default.
- W4211009140 cites W2896273130 @default.
- W4211009140 cites W2967711163 @default.
- W4211009140 cites W2969536608 @default.
- W4211009140 cites W2994809350 @default.
- W4211009140 cites W4302198632 @default.
- W4211009140 doi "https://doi.org/10.1109/icecet52533.2021.9698806" @default.
- W4211009140 hasPublicationYear "2021" @default.
- W4211009140 type Work @default.
- W4211009140 citedByCount "0" @default.
- W4211009140 crossrefType "proceedings-article" @default.
- W4211009140 hasAuthorship W4211009140A5048073589 @default.
- W4211009140 hasAuthorship W4211009140A5078309202 @default.
- W4211009140 hasAuthorship W4211009140A5085575640 @default.
- W4211009140 hasBestOaLocation W42110091402 @default.
- W4211009140 hasConcept C11413529 @default.
- W4211009140 hasConcept C119599485 @default.
- W4211009140 hasConcept C124101348 @default.
- W4211009140 hasConcept C127413603 @default.
- W4211009140 hasConcept C154945302 @default.
- W4211009140 hasConcept C188573790 @default.
- W4211009140 hasConcept C2742236 @default.
- W4211009140 hasConcept C2780165032 @default.
- W4211009140 hasConcept C41008148 @default.
- W4211009140 hasConcept C79337645 @default.
- W4211009140 hasConcept C96865113 @default.
- W4211009140 hasConceptScore W4211009140C11413529 @default.
- W4211009140 hasConceptScore W4211009140C119599485 @default.
- W4211009140 hasConceptScore W4211009140C124101348 @default.
- W4211009140 hasConceptScore W4211009140C127413603 @default.
- W4211009140 hasConceptScore W4211009140C154945302 @default.
- W4211009140 hasConceptScore W4211009140C188573790 @default.
- W4211009140 hasConceptScore W4211009140C2742236 @default.
- W4211009140 hasConceptScore W4211009140C2780165032 @default.
- W4211009140 hasConceptScore W4211009140C41008148 @default.
- W4211009140 hasConceptScore W4211009140C79337645 @default.
- W4211009140 hasConceptScore W4211009140C96865113 @default.
- W4211009140 hasLocation W42110091401 @default.
- W4211009140 hasLocation W42110091402 @default.
- W4211009140 hasOpenAccess W4211009140 @default.
- W4211009140 hasPrimaryLocation W42110091401 @default.
- W4211009140 hasRelatedWork W1481681735 @default.
- W4211009140 hasRelatedWork W2029968811 @default.
- W4211009140 hasRelatedWork W2069699332 @default.
- W4211009140 hasRelatedWork W2290338640 @default.
- W4211009140 hasRelatedWork W2348097614 @default.
- W4211009140 hasRelatedWork W3010585254 @default.
- W4211009140 hasRelatedWork W3016176620 @default.
- W4211009140 hasRelatedWork W3171823253 @default.
- W4211009140 hasRelatedWork W3206987619 @default.
- W4211009140 hasRelatedWork W4225301795 @default.
- W4211009140 isParatext "false" @default.
- W4211009140 isRetracted "false" @default.
- W4211009140 workType "article" @default.