[HTML][HTML] Machine learning and deep learning in energy systems: A review

MM Forootan, I Larki, R Zahedi, A Ahmadi - Sustainability, 2022 - mdpi.com
With population increases and a vital need for energy, energy systems play an important
and decisive role in all of the sectors of society. To accelerate the process and improve the …

[HTML][HTML] Systematic review analysis on smart building: Challenges and opportunities

MS Aliero, M Asif, I Ghani, MF Pasha, SR Jeong - Sustainability, 2022 - mdpi.com
Smart building technology incorporates efficient and automated controls and applications
that use smart energy products, networked sensors, and data analytics software to monitor …

Calibration of building model based on indoor temperature for overheating assessment using genetic algorithm: Methodology, evaluation criteria, and case study

FM Baba, H Ge, R Zmeureanu, LL Wang - Building and Environment, 2022 - Elsevier
With the increased severity, intensity, and frequency of “heatwaves” due to climate change, it
has become imperative to study the overheating risks in existing buildings. To do so, a …

Empowering saving energy at home through serious games on thermostat interfaces

JI Méndez, T Peffer, P Ponce, A Meier, A Molina - Energy and Buildings, 2022 - Elsevier
Abstract The residential Heating Ventilation and Air-Conditioning (HVAC) system use
around 3/5 of the total energy consumption. Connected thermostats optimize the HVAC …

Data-driven, long-term prediction of building performance under climate change: Building energy demand and BIPV energy generation analysis across Turkey

T Tamer, IG Dino, CM Akgül - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
This research presents a methodological framework for lifetime energy demand and PV
energy generation predictions for a given building considering the CC impacts through …

Developing a collaborative control strategy of a combined radiant floor cooling and ventilation system: A PMV-based model

J Ren, J Liu, S Zhou, MK Kim, J Miao - Journal of Building Engineering, 2022 - Elsevier
The development of collaborative control strategies for radiant cooling and ventilation
systems improves thermal comfort and energy efficiency. This study used the Transient …

[HTML][HTML] Seasonal adaptation of VRF HVAC model calibration process to a Mediterranean climate

JE Pachano, A Peppas, CF Bandera - Energy and Buildings, 2022 - Elsevier
Abstract Today, Building Energy Models (BEM) have become essential in regulatory
compliance calculations, the correct assessment of it's Air Conditioning (AC) systems is …

A building energy models calibration methodology based on inverse modelling approach

VG González, CF Bandera - Building Simulation, 2022 - Springer
Nowadays, building energy models (BEMs) are widely used, particularly in the assessment
of energy consumption in buildings to address the potential savings that can be generated …

Thermal response time prediction-based control strategy for radiant floor heating system based on Gaussian process regression

Q Chen, N Li - Energy and Buildings, 2022 - Elsevier
One of the main obstacles to wider applications of radiant floor heating systems with great
thermal comfort and energy efficiency is the long response time caused by large thermal …

New paradigms in bioclimatic design toward climatic change in arid environments

G Barea, MV Mercado, C Filippin, JM Monteoliva… - Energy and …, 2022 - Elsevier
Energy consumption in buildings has increased exponentially since the industrial revolution.
Given this scenario, the Argentinian government has proposed to implement energy …