Matches in SemOpenAlex for { <https://semopenalex.org/work/W3200051689> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3200051689 abstract "The worldwide energy transition drive considering the high uptake of renewables comes with the challenges and uncertainties associated with weather dependent distributed energy resources (DERs). Moreover, dealing with the peak demand becomes difficult for these stochastic natured DERs. Solar Photovoltaics (PV), being prominent at the low voltage distribution network has the fluctuating output which, however, can be compensated by the energy storage (ES). This paper presents a week ahead PV power generation and demand side forecasting for a particular region in the United Kingdom (UK) through machine learning (ML) algorithms and optimize the future schedule of ES to manage the peak demand. A Bayesian hyperparameter tuning approach has been adopted here to develop the models for both PV generation and load demand forecasting. The results have been compared with the existing state of the art ML models based on root mean square error (RMSE) values and found that the proposed model has the least error among all. This model is further selected to optimize the ES schedule. The scheduled power mismatch has also been compared with the actual data, the data forecasted with a baseline ML model and the proposed model. ES scheduling with proposed model is 24% more accurate than the existing benchmark models." @default.
- W3200051689 created "2021-09-27" @default.
- W3200051689 creator A5005376814 @default.
- W3200051689 creator A5040024660 @default.
- W3200051689 date "2021-07-06" @default.
- W3200051689 modified "2023-09-26" @default.
- W3200051689 title "Peak Demand Management and Schedule Optimisation for Energy Storage through the Machine Learning Approaches" @default.
- W3200051689 cites W2022138116 @default.
- W3200051689 cites W2028501442 @default.
- W3200051689 cites W2136848157 @default.
- W3200051689 cites W2162094659 @default.
- W3200051689 cites W2470699557 @default.
- W3200051689 cites W2609418570 @default.
- W3200051689 cites W2801889078 @default.
- W3200051689 cites W2802544663 @default.
- W3200051689 cites W2893370605 @default.
- W3200051689 cites W2924565621 @default.
- W3200051689 cites W2948490758 @default.
- W3200051689 cites W2956074973 @default.
- W3200051689 cites W2964010366 @default.
- W3200051689 cites W2964852092 @default.
- W3200051689 cites W2979947165 @default.
- W3200051689 cites W2980189150 @default.
- W3200051689 cites W3004891997 @default.
- W3200051689 cites W3028852288 @default.
- W3200051689 cites W3046160715 @default.
- W3200051689 cites W3092220725 @default.
- W3200051689 cites W3104996215 @default.
- W3200051689 cites W3120853195 @default.
- W3200051689 cites W3136084353 @default.
- W3200051689 cites W3160493119 @default.
- W3200051689 doi "https://doi.org/10.1109/eurocon52738.2021.9535559" @default.
- W3200051689 hasPublicationYear "2021" @default.
- W3200051689 type Work @default.
- W3200051689 sameAs 3200051689 @default.
- W3200051689 citedByCount "2" @default.
- W3200051689 countsByYear W32000516892022 @default.
- W3200051689 crossrefType "proceedings-article" @default.
- W3200051689 hasAuthorship W3200051689A5005376814 @default.
- W3200051689 hasAuthorship W3200051689A5040024660 @default.
- W3200051689 hasConcept C105795698 @default.
- W3200051689 hasConcept C111919701 @default.
- W3200051689 hasConcept C119599485 @default.
- W3200051689 hasConcept C121332964 @default.
- W3200051689 hasConcept C126255220 @default.
- W3200051689 hasConcept C127413603 @default.
- W3200051689 hasConcept C13280743 @default.
- W3200051689 hasConcept C139945424 @default.
- W3200051689 hasConcept C163258240 @default.
- W3200051689 hasConcept C185798385 @default.
- W3200051689 hasConcept C188573790 @default.
- W3200051689 hasConcept C205649164 @default.
- W3200051689 hasConcept C206729178 @default.
- W3200051689 hasConcept C33923547 @default.
- W3200051689 hasConcept C41008148 @default.
- W3200051689 hasConcept C41291067 @default.
- W3200051689 hasConcept C423512 @default.
- W3200051689 hasConcept C542589376 @default.
- W3200051689 hasConcept C544738498 @default.
- W3200051689 hasConcept C62520636 @default.
- W3200051689 hasConcept C68387754 @default.
- W3200051689 hasConceptScore W3200051689C105795698 @default.
- W3200051689 hasConceptScore W3200051689C111919701 @default.
- W3200051689 hasConceptScore W3200051689C119599485 @default.
- W3200051689 hasConceptScore W3200051689C121332964 @default.
- W3200051689 hasConceptScore W3200051689C126255220 @default.
- W3200051689 hasConceptScore W3200051689C127413603 @default.
- W3200051689 hasConceptScore W3200051689C13280743 @default.
- W3200051689 hasConceptScore W3200051689C139945424 @default.
- W3200051689 hasConceptScore W3200051689C163258240 @default.
- W3200051689 hasConceptScore W3200051689C185798385 @default.
- W3200051689 hasConceptScore W3200051689C188573790 @default.
- W3200051689 hasConceptScore W3200051689C205649164 @default.
- W3200051689 hasConceptScore W3200051689C206729178 @default.
- W3200051689 hasConceptScore W3200051689C33923547 @default.
- W3200051689 hasConceptScore W3200051689C41008148 @default.
- W3200051689 hasConceptScore W3200051689C41291067 @default.
- W3200051689 hasConceptScore W3200051689C423512 @default.
- W3200051689 hasConceptScore W3200051689C542589376 @default.
- W3200051689 hasConceptScore W3200051689C544738498 @default.
- W3200051689 hasConceptScore W3200051689C62520636 @default.
- W3200051689 hasConceptScore W3200051689C68387754 @default.
- W3200051689 hasLocation W32000516891 @default.
- W3200051689 hasOpenAccess W3200051689 @default.
- W3200051689 hasPrimaryLocation W32000516891 @default.
- W3200051689 hasRelatedWork W1988336352 @default.
- W3200051689 hasRelatedWork W2070457588 @default.
- W3200051689 hasRelatedWork W2074496454 @default.
- W3200051689 hasRelatedWork W2119304059 @default.
- W3200051689 hasRelatedWork W2467769003 @default.
- W3200051689 hasRelatedWork W2946647196 @default.
- W3200051689 hasRelatedWork W3161408918 @default.
- W3200051689 hasRelatedWork W4294042943 @default.
- W3200051689 hasRelatedWork W652143303 @default.
- W3200051689 hasRelatedWork W919102594 @default.
- W3200051689 isParatext "false" @default.
- W3200051689 isRetracted "false" @default.
- W3200051689 magId "3200051689" @default.
- W3200051689 workType "article" @default.