FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201148238> ?p ?o ?g. }

• W3201148238 endingPage "5831" @default.
• W3201148238 startingPage "5831" @default.
• W3201148238 abstract "In this paper, three main approaches (univariate, multivariate and multistep) for electricity consumption forecasting have been investigated. In fact, three major algorithms (XGBOOST, LSTM and SARIMA) have been evaluated in each approach with the main aim to figure out which one performs the best in forecasting electricity consumption. The motivation behind this work is to assess the forecasting accuracy and the computational time/complexity for an embedded forecasting and model training at the smart meter level. Moreover, we investigate the deployment of the most efficient model in our platform for an online electricity consumption forecasting. This solution will serve for deploying predictive control solutions for efficient energy management in buildings. As a proof of concept, an already existing public dataset has been used. These data were mainly collected thanks to the usage of already deployed sensors. These provide accurate data related to occupancy (e.g., presence) as well as contextual data (e.g., disaggregated electricity consumption of equipment). Experiments have been conducted and the results showed the effectiveness of these algorithms, used in each approach, for short-term electricity consumption forecasting. This has been proved by performance evaluation and error calculations. The obtained results mainly shed light on the challenging trade-off between embedded forecasting model training and processing for being deployed in smart meters for electricity consumption forecasting." @default.
• W3201148238 created "2021-09-27" @default.
• W3201148238 creator A5036042344 @default.
• W3201148238 creator A5048062840 @default.
• W3201148238 creator A5054644994 @default.
• W3201148238 creator A5055899235 @default.
• W3201148238 creator A5089704230 @default.
• W3201148238 date "2021-09-15" @default.
• W3201148238 modified "2023-10-17" @default.
• W3201148238 title "Performance Evaluation of Forecasting Strategies for Electricity Consumption in Buildings" @default.
• W3201148238 cites W1964984358 @default.
• W3201148238 cites W1988431072 @default.
• W3201148238 cites W2003706483 @default.
• W3201148238 cites W2008084603 @default.
• W3201148238 cites W2016210396 @default.
• W3201148238 cites W2019949418 @default.
• W3201148238 cites W2032161710 @default.
• W3201148238 cites W2044742906 @default.
• W3201148238 cites W2065213709 @default.
• W3201148238 cites W2070493638 @default.
• W3201148238 cites W2076163358 @default.
• W3201148238 cites W2092317789 @default.
• W3201148238 cites W2096501632 @default.
• W3201148238 cites W2123513648 @default.
• W3201148238 cites W2168285483 @default.
• W3201148238 cites W2209508536 @default.
• W3201148238 cites W2275088575 @default.
• W3201148238 cites W2371638596 @default.
• W3201148238 cites W2601171548 @default.
• W3201148238 cites W2738256943 @default.
• W3201148238 cites W2741099223 @default.
• W3201148238 cites W2745330284 @default.
• W3201148238 cites W2747580724 @default.
• W3201148238 cites W2765931305 @default.
• W3201148238 cites W2781966561 @default.
• W3201148238 cites W2796538079 @default.
• W3201148238 cites W2809317444 @default.
• W3201148238 cites W2891069945 @default.
• W3201148238 cites W2899934327 @default.
• W3201148238 cites W2906033034 @default.
• W3201148238 cites W2910687460 @default.
• W3201148238 cites W2945137668 @default.
• W3201148238 cites W2955786893 @default.
• W3201148238 cites W2972701307 @default.
• W3201148238 cites W2997654184 @default.
• W3201148238 cites W3005993883 @default.
• W3201148238 cites W3021449555 @default.
• W3201148238 cites W3037110414 @default.
• W3201148238 cites W3099335192 @default.
• W3201148238 cites W3102476541 @default.
• W3201148238 cites W3105640742 @default.
• W3201148238 cites W3135884082 @default.
• W3201148238 doi "https://doi.org/10.3390/en14185831" @default.
• W3201148238 hasPublicationYear "2021" @default.
• W3201148238 type Work @default.
• W3201148238 sameAs 3201148238 @default.
• W3201148238 citedByCount "8" @default.
• W3201148238 countsByYear W32011482382021 @default.
• W3201148238 countsByYear W32011482382022 @default.
• W3201148238 countsByYear W32011482382023 @default.
• W3201148238 crossrefType "journal-article" @default.
• W3201148238 hasAuthorship W3201148238A5036042344 @default.
• W3201148238 hasAuthorship W3201148238A5048062840 @default.
• W3201148238 hasAuthorship W3201148238A5054644994 @default.
• W3201148238 hasAuthorship W3201148238A5055899235 @default.
• W3201148238 hasAuthorship W3201148238A5089704230 @default.
• W3201148238 hasBestOaLocation W32011482381 @default.
• W3201148238 hasConcept C105339364 @default.
• W3201148238 hasConcept C111919701 @default.
• W3201148238 hasConcept C119599485 @default.
• W3201148238 hasConcept C119857082 @default.
• W3201148238 hasConcept C127413603 @default.
• W3201148238 hasConcept C144024400 @default.
• W3201148238 hasConcept C147176958 @default.
• W3201148238 hasConcept C160331591 @default.
• W3201148238 hasConcept C161584116 @default.
• W3201148238 hasConcept C199163554 @default.
• W3201148238 hasConcept C206658404 @default.
• W3201148238 hasConcept C2779510800 @default.
• W3201148238 hasConcept C2780165032 @default.
• W3201148238 hasConcept C30772137 @default.
• W3201148238 hasConcept C36289849 @default.
• W3201148238 hasConcept C41008148 @default.
• W3201148238 hasConcept C42475967 @default.
• W3201148238 hasConceptScore W3201148238C105339364 @default.
• W3201148238 hasConceptScore W3201148238C111919701 @default.
• W3201148238 hasConceptScore W3201148238C119599485 @default.
• W3201148238 hasConceptScore W3201148238C119857082 @default.
• W3201148238 hasConceptScore W3201148238C127413603 @default.
• W3201148238 hasConceptScore W3201148238C144024400 @default.
• W3201148238 hasConceptScore W3201148238C147176958 @default.
• W3201148238 hasConceptScore W3201148238C160331591 @default.
• W3201148238 hasConceptScore W3201148238C161584116 @default.
• W3201148238 hasConceptScore W3201148238C199163554 @default.
• W3201148238 hasConceptScore W3201148238C206658404 @default.
• W3201148238 hasConceptScore W3201148238C2779510800 @default.
• W3201148238 hasConceptScore W3201148238C2780165032 @default.
• W3201148238 hasConceptScore W3201148238C30772137 @default.

• next