Matches in SemOpenAlex for { <https://semopenalex.org/work/W4328108188> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W4328108188 endingPage "101033" @default.
- W4328108188 startingPage "101033" @default.
- W4328108188 abstract "With the emergence of affordable access to data sources, machine learning models and computational resources, sophisticated control concepts for residential energy management systems (EMSs) are on the rise. At the heart of those are production and consumption forecasts. Given the wide spectrum of implementation opportunities, selection of appropriate forecasting strategies is challenging. This work systematically evaluates forecasting-based optimization for residential EMSs in terms of trade-offs between economic profitability, computational complexity and security. The foundation of the study is two real prosumer cases equipped with a photovoltaic-battery system. Results demonstrate that, within the considered scenarios, best trade-offs are achieved based on forecasts of a default gradient-boosted decision trees model, using a short initial training set, weather forecast inputs and regular retraining. Over 90% of the theoretical maximum economic benefit is achieved in this scenario, at significantly lower computational complexity than others with similar savings, while being applicable to new systems without large data history. In terms of security, this scenario exhibits tolerance against weather input manipulation. However, sensitivity to price tampering may require data integrity checking in residential EMSs." @default.
- W4328108188 created "2023-03-22" @default.
- W4328108188 creator A5024346130 @default.
- W4328108188 creator A5033569399 @default.
- W4328108188 creator A5062873248 @default.
- W4328108188 creator A5063115461 @default.
- W4328108188 date "2023-06-01" @default.
- W4328108188 modified "2023-10-14" @default.
- W4328108188 title "On the trade-off between profitability, complexity and security of forecasting-based optimization in residential energy management systems" @default.
- W4328108188 cites W1678356000 @default.
- W4328108188 cites W1928977697 @default.
- W4328108188 cites W2090678121 @default.
- W4328108188 cites W2218581571 @default.
- W4328108188 cites W2327083828 @default.
- W4328108188 cites W2733765803 @default.
- W4328108188 cites W2801893891 @default.
- W4328108188 cites W2951899336 @default.
- W4328108188 cites W3040507850 @default.
- W4328108188 cites W3082548640 @default.
- W4328108188 cites W3095264881 @default.
- W4328108188 cites W3107083634 @default.
- W4328108188 cites W3131546528 @default.
- W4328108188 cites W3145121854 @default.
- W4328108188 cites W3154593458 @default.
- W4328108188 cites W4224235620 @default.
- W4328108188 doi "https://doi.org/10.1016/j.segan.2023.101033" @default.
- W4328108188 hasPublicationYear "2023" @default.
- W4328108188 type Work @default.
- W4328108188 citedByCount "1" @default.
- W4328108188 countsByYear W43281081882023 @default.
- W4328108188 crossrefType "journal-article" @default.
- W4328108188 hasAuthorship W4328108188A5024346130 @default.
- W4328108188 hasAuthorship W4328108188A5033569399 @default.
- W4328108188 hasAuthorship W4328108188A5062873248 @default.
- W4328108188 hasAuthorship W4328108188A5063115461 @default.
- W4328108188 hasBestOaLocation W43281081881 @default.
- W4328108188 hasConcept C10138342 @default.
- W4328108188 hasConcept C112930515 @default.
- W4328108188 hasConcept C11413529 @default.
- W4328108188 hasConcept C119599485 @default.
- W4328108188 hasConcept C127413603 @default.
- W4328108188 hasConcept C129361004 @default.
- W4328108188 hasConcept C144133560 @default.
- W4328108188 hasConcept C155202549 @default.
- W4328108188 hasConcept C162324750 @default.
- W4328108188 hasConcept C179799912 @default.
- W4328108188 hasConcept C206658404 @default.
- W4328108188 hasConcept C2778712577 @default.
- W4328108188 hasConcept C2779438525 @default.
- W4328108188 hasConcept C41008148 @default.
- W4328108188 hasConcept C42475967 @default.
- W4328108188 hasConceptScore W4328108188C10138342 @default.
- W4328108188 hasConceptScore W4328108188C112930515 @default.
- W4328108188 hasConceptScore W4328108188C11413529 @default.
- W4328108188 hasConceptScore W4328108188C119599485 @default.
- W4328108188 hasConceptScore W4328108188C127413603 @default.
- W4328108188 hasConceptScore W4328108188C129361004 @default.
- W4328108188 hasConceptScore W4328108188C144133560 @default.
- W4328108188 hasConceptScore W4328108188C155202549 @default.
- W4328108188 hasConceptScore W4328108188C162324750 @default.
- W4328108188 hasConceptScore W4328108188C179799912 @default.
- W4328108188 hasConceptScore W4328108188C206658404 @default.
- W4328108188 hasConceptScore W4328108188C2778712577 @default.
- W4328108188 hasConceptScore W4328108188C2779438525 @default.
- W4328108188 hasConceptScore W4328108188C41008148 @default.
- W4328108188 hasConceptScore W4328108188C42475967 @default.
- W4328108188 hasLocation W43281081881 @default.
- W4328108188 hasLocation W43281081882 @default.
- W4328108188 hasLocation W43281081883 @default.
- W4328108188 hasOpenAccess W4328108188 @default.
- W4328108188 hasPrimaryLocation W43281081881 @default.
- W4328108188 hasRelatedWork W1999422191 @default.
- W4328108188 hasRelatedWork W2005604149 @default.
- W4328108188 hasRelatedWork W2013939248 @default.
- W4328108188 hasRelatedWork W2029799693 @default.
- W4328108188 hasRelatedWork W2053019876 @default.
- W4328108188 hasRelatedWork W2060785753 @default.
- W4328108188 hasRelatedWork W2160191943 @default.
- W4328108188 hasRelatedWork W2604212087 @default.
- W4328108188 hasRelatedWork W4214604859 @default.
- W4328108188 hasRelatedWork W4385728911 @default.
- W4328108188 hasVolume "34" @default.
- W4328108188 isParatext "false" @default.
- W4328108188 isRetracted "false" @default.
- W4328108188 workType "article" @default.