Data-driven prediction and optimization toward net-zero and positive-energy buildings: A systematic review

SN Mousavi, MG Villarreal-Marroquín… - Building and …, 2023 - Elsevier
Recent advances toward sustainable cities have promoted the concept of near-zero energy
consumption. A Positive Energy Building (PEB) model has been developed by the European …

A review of surrogate-assisted evolutionary algorithms for expensive optimization problems

C He, Y Zhang, D Gong, X Ji - Expert Systems with Applications, 2023 - Elsevier
Many problems in real life can be seen as Expensive Optimization Problems (EOPs).
Compared with traditional optimization problems, the evaluation cost of candidate solutions …

[HTML][HTML] Building energy optimization using grey wolf optimizer (GWO)

M Ghalambaz, RJ Yengejeh, AH Davami - Case Studies in Thermal …, 2021 - Elsevier
In the present research, the Grey Wolf Optimizer (GWO) was used to minimize the yearly
energy consumption of an office building in Seattle weather conditions. The GWO is a meta …

Novel neural network optimized by electrostatic discharge algorithm for modification of buildings energy performance

AM Fallah, E Ghafourian, L Shahzamani Sichani… - Sustainability, 2023 - mdpi.com
Proper analysis of building energy performance requires selecting appropriate models for
handling complicated calculations. Machine learning has recently emerged as a promising …

[HTML][HTML] Data-driven performance analysis of a residential building applying artificial neural network (ANN) and multi-objective genetic algorithm (GA)

A Etemad, A Shafaat, AM Bahman - Building and Environment, 2022 - Elsevier
Residential buildings account for nearly 60% of electrical energy consumption in hot
climates as in Kuwait. As a result, this study proposes a reliable multi-objective model to …

PCA-ANN integrated NSGA-III framework for dormitory building design optimization: Energy efficiency, daylight, and thermal comfort

A Razmi, M Rahbar, M Bemanian - Applied Energy, 2022 - Elsevier
Abstract “Framework” and “case-study” are the two most prominent features in the
optimization of architectural building design. The first can improve the speed of the process …

A new thermal comfort model based on physiological parameters for the smart design and control of energy-efficient HVAC systems

G Barone, A Buonomano, C Forzano, GF Giuzio… - … and Sustainable Energy …, 2023 - Elsevier
Indoor thermal comfort represents a key aspect of building design. The reference standards
do not consider the thermal adaptability of the human body, and HVAC system control …

Multi-objective optimization of building-integrated microalgae photobioreactors for energy and daylighting performance

M Talaei, M Mahdavinejad, R Azari, A Prieto… - Journal of Building …, 2021 - Elsevier
As a state-of-the-art green façade technology, building-integrated microalgae bioreactor has
the potential to reduce buildings' carbon footprint and energy consumption. The present …

Building energy prediction models and related uncertainties: A review

J Yu, WS Chang, Y Dong - Buildings, 2022 - mdpi.com
Building energy usage has been an important issue in recent decades, and energy
prediction models are important tools for analysing this problem. This study provides a …

Does export product diversification spur energy demand in the APEC region? Application of a new neural networks experiment and a decision tree model

C Magazzino, M Mele, N Schneider, U Shahzad - Energy and Buildings, 2022 - Elsevier
This paper aims to investigate the causal links among export diversification, per capita
income, and energy demand for 20 Asia-Pacific Economic Cooperation (APEC) countries …