Matches in SemOpenAlex for { <https://semopenalex.org/work/W3148590207> ?p ?o ?g. }
- W3148590207 endingPage "116852" @default.
- W3148590207 startingPage "116852" @default.
- W3148590207 abstract "The modern revolutionary changes in power delivery systems with the advent of smart and flexible grids require systems interoperability, seamless integration of technologies and functionalities. This scenario is paving the way to new prospective of energy clusters that call for new methodologies for the dynamic energy management of distributed energy resources. This paper proposes a new management scheme of energy clusters (e.g., smart building, energy community or virtual power plant) that is based on a data driven decision-maker that daily deploys the activities of the day ahead, providing an optimized scheduling which will be the base for the operations for the next day. The new aggregator relies on some innovative features. It leverages an optimization process based on the elastic net regularization that proves to be an effective support for finding the best scheduling of the distributed resources according to specific key performance indicators, that presently is the unbalance. The decision process works on predicated data obtained through a recently assessed short term forecasting based on long short-term memory neural networks properly adapted to distributed environments. The method allows to extract insight from data and run what-if scenarios to define the best scheduling of resources. The technique uses a set of feasible rules to optimally aggregate the distributed resources and demand-side management programs. We tested the proposed aggregator on a real energy cluster making use of real measured data over two years period. The results show the effectiveness of the proposed approach that is able to predict any sort of unit and manage any sort of program. The significance of this work is to approach the energy management as an optimization and decision problem in a more robust way of reasoning, by employing forecasting/optimization over all the quantities in the community, resulting in a thoroughly complex and efficient method." @default.
- W3148590207 created "2021-04-13" @default.
- W3148590207 creator A5015796693 @default.
- W3148590207 creator A5035179934 @default.
- W3148590207 creator A5048187451 @default.
- W3148590207 creator A5052397999 @default.
- W3148590207 creator A5079047498 @default.
- W3148590207 date "2021-06-01" @default.
- W3148590207 modified "2023-10-16" @default.
- W3148590207 title "Two-stage dynamic management in energy communities using a decision system based on elastic net regularization" @default.
- W3148590207 cites W1895577753 @default.
- W3148590207 cites W2008406084 @default.
- W3148590207 cites W2010930791 @default.
- W3148590207 cites W2033395589 @default.
- W3148590207 cites W2055451630 @default.
- W3148590207 cites W2057311268 @default.
- W3148590207 cites W2064675550 @default.
- W3148590207 cites W2107878631 @default.
- W3148590207 cites W2122825543 @default.
- W3148590207 cites W2136848157 @default.
- W3148590207 cites W2315665465 @default.
- W3148590207 cites W2339316674 @default.
- W3148590207 cites W2341721993 @default.
- W3148590207 cites W2346616084 @default.
- W3148590207 cites W2402268235 @default.
- W3148590207 cites W2467099554 @default.
- W3148590207 cites W2470699557 @default.
- W3148590207 cites W2561131421 @default.
- W3148590207 cites W2569349941 @default.
- W3148590207 cites W2601681776 @default.
- W3148590207 cites W2734883782 @default.
- W3148590207 cites W2745847224 @default.
- W3148590207 cites W2751698537 @default.
- W3148590207 cites W2757046298 @default.
- W3148590207 cites W2788396174 @default.
- W3148590207 cites W2804058885 @default.
- W3148590207 cites W2805797750 @default.
- W3148590207 cites W2807482862 @default.
- W3148590207 cites W2810535514 @default.
- W3148590207 cites W2883867434 @default.
- W3148590207 cites W2903925216 @default.
- W3148590207 cites W2904176988 @default.
- W3148590207 cites W2905012744 @default.
- W3148590207 cites W2911667489 @default.
- W3148590207 cites W2920643142 @default.
- W3148590207 cites W2941030414 @default.
- W3148590207 cites W2945813834 @default.
- W3148590207 cites W2960541823 @default.
- W3148590207 cites W2976501709 @default.
- W3148590207 cites W3003966545 @default.
- W3148590207 cites W3021342367 @default.
- W3148590207 cites W3027972301 @default.
- W3148590207 cites W3029866466 @default.
- W3148590207 cites W3036353854 @default.
- W3148590207 cites W3041903271 @default.
- W3148590207 cites W3047313329 @default.
- W3148590207 cites W3085067397 @default.
- W3148590207 cites W3088383850 @default.
- W3148590207 cites W3107881036 @default.
- W3148590207 doi "https://doi.org/10.1016/j.apenergy.2021.116852" @default.
- W3148590207 hasPublicationYear "2021" @default.
- W3148590207 type Work @default.
- W3148590207 sameAs 3148590207 @default.
- W3148590207 citedByCount "18" @default.
- W3148590207 countsByYear W31485902072021 @default.
- W3148590207 countsByYear W31485902072022 @default.
- W3148590207 countsByYear W31485902072023 @default.
- W3148590207 crossrefType "journal-article" @default.
- W3148590207 hasAuthorship W3148590207A5015796693 @default.
- W3148590207 hasAuthorship W3148590207A5035179934 @default.
- W3148590207 hasAuthorship W3148590207A5048187451 @default.
- W3148590207 hasAuthorship W3148590207A5052397999 @default.
- W3148590207 hasAuthorship W3148590207A5079047498 @default.
- W3148590207 hasConcept C105795698 @default.
- W3148590207 hasConcept C111919701 @default.
- W3148590207 hasConcept C119599485 @default.
- W3148590207 hasConcept C120314980 @default.
- W3148590207 hasConcept C127413603 @default.
- W3148590207 hasConcept C13736549 @default.
- W3148590207 hasConcept C180505990 @default.
- W3148590207 hasConcept C186370098 @default.
- W3148590207 hasConcept C188573790 @default.
- W3148590207 hasConcept C20136886 @default.
- W3148590207 hasConcept C206729178 @default.
- W3148590207 hasConcept C21547014 @default.
- W3148590207 hasConcept C33923547 @default.
- W3148590207 hasConcept C41008148 @default.
- W3148590207 hasConcept C544738498 @default.
- W3148590207 hasConcept C7817414 @default.
- W3148590207 hasConceptScore W3148590207C105795698 @default.
- W3148590207 hasConceptScore W3148590207C111919701 @default.
- W3148590207 hasConceptScore W3148590207C119599485 @default.
- W3148590207 hasConceptScore W3148590207C120314980 @default.
- W3148590207 hasConceptScore W3148590207C127413603 @default.
- W3148590207 hasConceptScore W3148590207C13736549 @default.
- W3148590207 hasConceptScore W3148590207C180505990 @default.
- W3148590207 hasConceptScore W3148590207C186370098 @default.
- W3148590207 hasConceptScore W3148590207C188573790 @default.