FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4282976927> ?p ?o ?g. }

• W4282976927 endingPage "109236" @default.
• W4282976927 startingPage "109236" @default.
• W4282976927 abstract "Developing effective energy use and management strategies requires the knowledge of determinants and patterns of the electricity usage behavior of different consumers. This paper examines data-driven unsupervised learning schemes to partition the smart meter users into different clusters such that the users in the same cluster have similar consumption patterns represented by their similar daily routines and peak demand time periods. However, it is critical to resolve the problem of high dimensional space in long time series of smart meter data to make the clustering practical. This problem is resolved by time series data mining based on meaningful statistics and behavioral characteristics to emphasize the essential features for reducing the dimensionality and noisiness of the data. Our work involves rigorous data analysis of smart meter data to identify the essential behavioral characteristics and the source of variability in the behavior and analysis of these behavioral characteristics to select the clustering algorithm and its parameters appropriately. These behavioral features will be extracted from each time-series and then used for clustering using a Gaussian mixture modeling​ algorithm. The clustering algorithm is executed on a real-world electricity consumption dataset of 5038 consumers in Slovenia. The classifications obtained with the algorithm are effective when tested visually and by scoring methods of internal indices. The results indicate that the time of day, day of the week, day-to-day variability and seasonality differences that exist in different clusters can be used to formulate new energy management and grid planning strategies." @default.
• W4282976927 created "2022-06-17" @default.
• W4282976927 creator A5013863823 @default.
• W4282976927 creator A5057354021 @default.
• W4282976927 date "2022-09-01" @default.
• W4282976927 modified "2023-10-14" @default.
• W4282976927 title "Behavior segmentation of electricity consumption patterns: A cluster analytical approach" @default.
• W4282976927 cites W1567888612 @default.
• W4282976927 cites W1894414046 @default.
• W4282976927 cites W1985059878 @default.
• W4282976927 cites W1987971958 @default.
• W4282976927 cites W1989866797 @default.
• W4282976927 cites W1997729648 @default.
• W4282976927 cites W2043568875 @default.
• W4282976927 cites W2051659868 @default.
• W4282976927 cites W2079697937 @default.
• W4282976927 cites W2108323654 @default.
• W4282976927 cites W2140156026 @default.
• W4282976927 cites W2146291192 @default.
• W4282976927 cites W2209508536 @default.
• W4282976927 cites W2263909456 @default.
• W4282976927 cites W2412370644 @default.
• W4282976927 cites W2470281051 @default.
• W4282976927 cites W2522901218 @default.
• W4282976927 cites W2615362055 @default.
• W4282976927 cites W2753396776 @default.
• W4282976927 cites W2759226252 @default.
• W4282976927 cites W2769295057 @default.
• W4282976927 cites W2797542407 @default.
• W4282976927 cites W2800423051 @default.
• W4282976927 cites W2806096886 @default.
• W4282976927 cites W2807367399 @default.
• W4282976927 cites W2885020738 @default.
• W4282976927 cites W2906824711 @default.
• W4282976927 cites W2911489589 @default.
• W4282976927 cites W2945930760 @default.
• W4282976927 cites W2953426173 @default.
• W4282976927 cites W2993018414 @default.
• W4282976927 cites W3040110988 @default.
• W4282976927 cites W3094481653 @default.
• W4282976927 cites W3097468641 @default.
• W4282976927 cites W3099335192 @default.
• W4282976927 doi "https://doi.org/10.1016/j.knosys.2022.109236" @default.
• W4282976927 hasPublicationYear "2022" @default.
• W4282976927 type Work @default.
• W4282976927 citedByCount "5" @default.
• W4282976927 countsByYear W42829769272023 @default.
• W4282976927 crossrefType "journal-article" @default.
• W4282976927 hasAuthorship W4282976927A5013863823 @default.
• W4282976927 hasAuthorship W4282976927A5057354021 @default.
• W4282976927 hasBestOaLocation W42829769271 @default.
• W4282976927 hasConcept C10558101 @default.
• W4282976927 hasConcept C111030470 @default.
• W4282976927 hasConcept C114614502 @default.
• W4282976927 hasConcept C115903868 @default.
• W4282976927 hasConcept C119599485 @default.
• W4282976927 hasConcept C119857082 @default.
• W4282976927 hasConcept C124101348 @default.
• W4282976927 hasConcept C127413603 @default.
• W4282976927 hasConcept C151406439 @default.
• W4282976927 hasConcept C154945302 @default.
• W4282976927 hasConcept C18903297 @default.
• W4282976927 hasConcept C206658404 @default.
• W4282976927 hasConcept C2779510800 @default.
• W4282976927 hasConcept C2780165032 @default.
• W4282976927 hasConcept C33923547 @default.
• W4282976927 hasConcept C41008148 @default.
• W4282976927 hasConcept C42812 @default.
• W4282976927 hasConcept C61224824 @default.
• W4282976927 hasConcept C73555534 @default.
• W4282976927 hasConcept C83804111 @default.
• W4282976927 hasConcept C86803240 @default.
• W4282976927 hasConceptScore W4282976927C10558101 @default.
• W4282976927 hasConceptScore W4282976927C111030470 @default.
• W4282976927 hasConceptScore W4282976927C114614502 @default.
• W4282976927 hasConceptScore W4282976927C115903868 @default.
• W4282976927 hasConceptScore W4282976927C119599485 @default.
• W4282976927 hasConceptScore W4282976927C119857082 @default.
• W4282976927 hasConceptScore W4282976927C124101348 @default.
• W4282976927 hasConceptScore W4282976927C127413603 @default.
• W4282976927 hasConceptScore W4282976927C151406439 @default.
• W4282976927 hasConceptScore W4282976927C154945302 @default.
• W4282976927 hasConceptScore W4282976927C18903297 @default.
• W4282976927 hasConceptScore W4282976927C206658404 @default.
• W4282976927 hasConceptScore W4282976927C2779510800 @default.
• W4282976927 hasConceptScore W4282976927C2780165032 @default.
• W4282976927 hasConceptScore W4282976927C33923547 @default.
• W4282976927 hasConceptScore W4282976927C41008148 @default.
• W4282976927 hasConceptScore W4282976927C42812 @default.
• W4282976927 hasConceptScore W4282976927C61224824 @default.
• W4282976927 hasConceptScore W4282976927C73555534 @default.
• W4282976927 hasConceptScore W4282976927C83804111 @default.
• W4282976927 hasConceptScore W4282976927C86803240 @default.
• W4282976927 hasLocation W42829769271 @default.
• W4282976927 hasOpenAccess W4282976927 @default.
• W4282976927 hasPrimaryLocation W42829769271 @default.
• W4282976927 hasRelatedWork W2352153383 @default.
• W4282976927 hasRelatedWork W2551921903 @default.

• next