Browsing by Author "Grillone, Benedetto"
A data-driven methodology for enhanced measurement and verification of energy efficiency savings in commercial buildings Grillone, Benedetto; Mor, Gerard; Danov, Stoyan; Cipriano Lindez, Jordi; Sumper, Andreas (2021-11)
Open AccessMethods to obtain accurate estimations of the savings generated by building energy efficiency interventions are a topic of great importance, and considered to be one of the keys to increase capital investments in energy ...
A review of deterministic and data-driven methods to quantify energy efficiency savings and to predict retrofitting scenarios in buildings Grillone, Benedetto; Danov, Stoyan; Sumper, Andreas; Cipriano Lindez, Jordi; Mor, Gerard (2020-10)
Open AccessIncreasing the energy efficiency of the built environment has become a priority worldwide and especially in Europe. Because of the relatively low turnover rate of the existing built environment, energy efficiency retrofitting ...
Assessment of energy efficiency savings in tertiary buildings using statistical learning techniques Grillone, Benedetto (Universitat Politècnica de Catalunya, 2018-06-21)
Open AccessThis thesis aims at developing a method that makes use of advanced statistical models to analyze building consumption data and assess energy retrofit impact. The research is focused on tertiary buildings and the models are ...
Baseline energy use modeling and characterization in tertiary buildings using an interpretable bayesian linear regression methodology Grillone, Benedetto; Mor, Gerard; Danov, Stoyan; Cipriano Lindez, Jordi; Lazzari, Florencia; Sumper, Andreas (2021-09-06)
Open AccessInterpretable and scalable data-driven methodologies providing high granularity baseline predictions of energy use in buildings are essential for the accurate measurement and verification of energy renovation projects and ...
Data-driven methodologies for evaluation and recommendation of energy efficiency measures in buildings. Applications in a big data environment Grillone, Benedetto (Universitat Politècnica de Catalunya, 2021-12-03)
Open AccessIn order to reach the goal set in the Paris agreement of limiting the rise in global average temperature well below 2 ºC compared to pre-industrial levels, massive efforts to reduce global greenhouse gas emissions are ...