A review on simulation-based optimization methods applied to building performance analysis
Recent progress in computer science and stringent requirements of the design of “greener”
buildings put forwards the research and applications of simulation-based optimization …
buildings put forwards the research and applications of simulation-based optimization …
A review on optimized control systems for building energy and comfort management of smart sustainable buildings
PH Shaikh, NBM Nor, P Nallagownden… - … and Sustainable Energy …, 2014 - Elsevier
Buildings all around the world consume a significant amount of energy, which is more or
less one-third of the total primary energy resources. This has raised concerns over energy …
less one-third of the total primary energy resources. This has raised concerns over energy …
Artificial neural networks to predict energy performance and retrofit scenarios for any member of a building category: A novel approach
How to predict building energy performance with low computational times and good
reliability? The study answers this question by employing artificial neural networks (ANNs) to …
reliability? The study answers this question by employing artificial neural networks (ANNs) to …
Application and characterization of metamodels based on artificial neural networks for building performance simulation: A systematic review
In most of the countries, buildings are often one of the major energy consumers, leading to
the necessity of achieving sustainable building designs, and to the mandatory use of …
the necessity of achieving sustainable building designs, and to the mandatory use of …
Building Automation and Control Systems and performance optimization: A framework for analysis
N Aste, M Manfren, G Marenzi - Renewable and Sustainable Energy …, 2017 - Elsevier
The pressing global environmental issues are fostering a rapid change in the energy and
sustainability policies for the built environment. New paradigms are emerging, such as …
sustainability policies for the built environment. New paradigms are emerging, such as …
Comparison of linear regression and artificial neural networks models to predict heating and cooling energy demand, energy consumption and CO2 emissions
An attempt has been made to develop linear regression models and Artificial Neural
Networks (ANN) to predict the heating and cooling energy demands, energy consumptions …
Networks (ANN) to predict the heating and cooling energy demands, energy consumptions …
Evaluation of tree-based ensemble learning algorithms for building energy performance estimation
Tree-based ensemble learning has received significant interest as one of the most reliable
and broadly applicable classes of machine learning techniques. However, thus far, it has …
and broadly applicable classes of machine learning techniques. However, thus far, it has …
Intelligent controllers and optimization algorithms for building energy management towards achieving sustainable development: challenges and prospects
Buildings account for a significant amount of energy consumption leading to the issues of
global emissions and climate change. Thus, energy management in a building is …
global emissions and climate change. Thus, energy management in a building is …
A multi-objective optimization method based on an adaptive meta-model for classroom design with smart electrochromic windows
Y Xu, C Yan, S Yan, H Liu, Y Pan, F Zhu, Y Jiang - Energy, 2022 - Elsevier
Electrochromic windows are one of the most promising technologies in smart windows. They
offer flexible control of indoor thermal environments, lighting environments and energy. The …
offer flexible control of indoor thermal environments, lighting environments and energy. The …
Particle swarm optimization-based CNN-LSTM networks for forecasting energy consumption
Recently, there have been many attempts to predict residential energy consumption using
artificial neural networks. The optimization of these neural networks depends on the trial and …
artificial neural networks. The optimization of these neural networks depends on the trial and …