Surrogate modelling for sustainable building design–A review

P Westermann, R Evins - Energy and Buildings, 2019 - Elsevier
Statistical models can be used as surrogates of detailed simulation models. Their key
advantage is that they are evaluated at low computational cost which can remove …

Application and characterization of metamodels based on artificial neural networks for building performance simulation: A systematic review

ND Roman, F Bre, VD Fachinotti, R Lamberts - Energy and Buildings, 2020 - Elsevier
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 …

A review and guide on selecting and optimizing machine learning algorithms for daylight prediction

Q Liu, Y Chen, Y Liu, Y Lei, Y Wang, P Hu - Building and Environment, 2023 - Elsevier
Daylight confers extensive benefits for building occupants and improves energy efficiency;
thus, its prediction and performance are significant for design decision-making on building …

A critical review of fenestration/window system design methods for high performance buildings

F Feng, N Kunwar, K Cetin, Z O'Neill - Energy and Buildings, 2021 - Elsevier
Fenestrations allow for natural daylight and outdoor views, but also represent the least
thermally efficient portion of the building envelope, and thus can be a source of unwanted …

A novel approach for optimizing building energy models using machine learning algorithms

B Kubwimana, H Najafi - Energies, 2023 - mdpi.com
The current practice with building energy simulation software tools requires the manual entry
of a large list of detailed inputs pertaining to the building characteristics, geographical …

Holonic reengineering to foster sustainable cyber-physical systems design in cognitive manufacturing

A Martín-Gómez, MJ Ávila-Gutiérrez… - Applied Sciences, 2021 - mdpi.com
Featured Application This paper presents the holonic model for evaluating and analyzing
Cyber-Physical Systems for cognitive manufacturing systems. A technological mapping of …

Design of rectangular façade modules through computational intelligence

S Karaman, B Ekici, C Cubukcuoglu… - 2017 IEEE Congress …, 2017 - ieeexplore.ieee.org
This paper presents an implementation of multiobjective optimization for a rectangular
façade design proposal in a healthcare building's common space. Objectives are to …

A Multi-Industry Exploration of Model Flexibility and Performance Trade-offs in the Era of Artificial Intelligence and Advanced Computing

CC Warren - 2024 - dspace.mit.edu
The evolution of advanced computing, driven by breakthroughs in artificial intelligence and
large language models, presents significant opportunities for various industries. In this study …

Optimization of the Air-Conditioning Energy Performance and Daylight Performance of A Residential Building According to the Bioclimatic Design Principles: An …

M Ameur, Y Kharbouch, D Taoukil… - International Journal of …, 2024 - penerbit.uthm.edu.my
The bioclimatic architecture concept refers to an approach that takes into account the
various characteristics of a building environment to make it more comfortable for its …

자연채광및에너지복합성능최적화프로세스를통한체육관천창통합설계

이병연, 박서우 - 대한건축학회논문집, 2022 - dbpia.co.kr
This study aimed to analyze multi-purpose optimized design alternatives for sports halls to
minimize total energy consumption, maximize daylight quantity, minimize glare probability …