Behavioral analysis and pattern validation
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Universidad de Alcalá
info
Publisher: Clemens Rohde ; Ying Shirley Ming ; Radhika Khosla ; David Feldman ; Gale Boyd
ISBN: 9783031499913
Year of publication: 2024
Pages: 61-92
Type: Book chapter
Abstract
Encouraging consumers in responsible consumption is essential to sustainable energy use. Effective demand-side planning is based on categorizing consumers and their demand behaviors and in-depth analysis of reallocation responses. Consequently, major streams in residential energy consumption research are ecological trends and consumer behaviors. This chapter analyzes consumption linkages, estimates energy footprints according to consumer preferences, describes the analysis and definition of the behavioral patterns of consumers participating in aggregated DR services, and demonstrates how consumer profiles can influence validation of these services. Categorizing consumers according to their demand preferences and understanding consumption in different scenarios improves planning and decision-making by both the consumer and the energy manager. Also described is optimal demand forecasting based on clustering models.