UBEM's archetypes improvement via data-driven occupant-related schedules randomly distributed and their impact assessment

M Ferrando, S Ferroni, M Pelle, A Tatti, S Erba… - Sustainable Cities and …, 2022 - Elsevier
Abstract In Urban Building Energy Models (UBEMs), buildings are usually modelled via
archetypes describing occupants' behaviour via fixed schedules. This research (i) creates …

[HTML][HTML] Changes in energy use profiles derived from electricity smart meter readings of residential buildings in Milan before, during and after the COVID-19 main …

M Ferrando, A Banfi, F Causone - Sustainable Cities and Society, 2023 - Elsevier
The COVID-19 pandemic had a profound impact on society, causing changes in various
aspects of people's lives, including their energy use habits. This has prompted a need for …

Indoor environment data time-series reconstruction using autoencoder neural networks

A Liguori, R Markovic, TTH Dam, J Frisch… - Building and …, 2021 - Elsevier
As the number of installed meters in buildings increases, there is a growing number of data
time-series that could be used to develop data-driven models to support and optimize …

Data-Driven Occupancy Profile Identification and Application to the Ventilation Schedule in a School Building

K Vassiljeva, M Matson, A Ferrantelli, E Petlenkov… - Energies, 2024 - mdpi.com
Facing the current sustainability challenges requires reduction in building stock energy
usage towards achieving the European Green Deal targets. This can be accomplished by …

Profiling and Schedule Based Forecast of Electricity Usage to Improve Energy Performance of Administrative Buildings

K Vassiljeva, M Matson, J Belikov… - … , and Innovation (ICE …, 2024 - ieeexplore.ieee.org
Accurate forecast of electricity demand is an important problem in the energy domain.
However, development of a cost-effective solution that does not require additional resources …

[PDF][PDF] Electricity consumption patterns using SOM-based two-level clustering of residential households

R Chavda, SD Pandya, CD Kotwal - Indian Journal of Computer Science …, 2022 - ijcse.com
Electricity consumption in residential households' accounts for a huge share of energy use,
which encourages researchers, policy makers towards energy conservation of residential …

Advancements in Home Energy Management Systems: A Review of Energy Optimization Strategies and Algorithmic Approaches

FZ Elargoubi, HE Chakir, M El Khaili, K Choukri… - IFAC-PapersOnLine, 2024 - Elsevier
Most of the energy generated globally is used by residential and commercial structures. Due
to the expansion of the world economy and population, there is a growing need for energy …