Building Energy Efficiency through Advanced Regression Models and Metaheuristic Techniques for Sustainable Management

arXiv:2305.08886v2 Announce Type: replace
Abstract: In the context of global sustainability, buildings are significant consumers of energy, emphasizing the necessity for innovative strategies to enhance efficiency and reduce environmental impact. This research leverages extensive raw data from building infrastructures to uncover energy consumption patterns and devise strategies for optimizing resource use. We investigate the factors influencing energy efficiency and cost reduction in buildings, utilizing Lasso Regression, Decision Tree, and Random Forest models for accurate energy use forecasting. Our study delves …

abstract advanced arxiv building buildings consumers consumption context cs.lg data efficiency energy energy efficiency environmental environmental impact global impact management patterns raw reduce regression research strategies sustainability sustainable through type