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 …

Towards adoption of building energy simulation and optimization for passive building design: A survey and a review

Z Tian, X Zhang, X Jin, X Zhou, B Si, X Shi - Energy and Buildings, 2018 - Elsevier
Integrating optimization algorithms into simulation-based design processes is a promising
approach for achieving energy efficient buildings. Building Energy Simulation and …

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 …

Emergy-accounting-based comparison of carbon emissions of solid waste recycled concrete

Y Zhao, T Wang, W Yi - Construction and Building Materials, 2023 - Elsevier
The carbon emission emergy factor (Em-CEF) model is applied to evaluate the carbon
emissions associated with the traditional concrete production method, fly ash concrete …

An emergy-based approach to evaluate the effectiveness of integrating IoT-based sensing systems into smart buildings

T Kumar, R Srinivasan, M Mani - Sustainable Energy Technologies and …, 2022 - Elsevier
Abstract Wireless Sensing Systems based on the Internet of Things (IoT) are increasingly
being deployed in smart buildings to reduce their energy consumption and environmental …

Machine learning as a surrogate to building performance simulation: Predicting energy consumption under different operational settings

A Ali, R Jayaraman, A Mayyas, B Alaifan, E Azar - Energy and Buildings, 2023 - Elsevier
Abstract Building Performance Simulation (BPS) is a powerful and widely used technique to
evaluate building design and operation strategies prior to construction or retrofitting …

Outdoor microclimatic validation for hybrid simulation workflow in hot arid climates against ENVI-met and field measurements

I Elwy, Y Ibrahim, M Fahmy, M Mahdy - Energy Procedia, 2018 - Elsevier
Outdoor microclimate simulations as part of sustainable urban development process have
become of a great significance to reduce energy consumption, CO 2 emissions, urban heat …

A machine-learning-based method for thermal design optimization of residential buildings in highly urbanized areas of Turkey

S Yigit - Journal of Building Engineering, 2021 - Elsevier
In 2008, the Turkish government legislated a new regulation mandating the retrofit of
existing buildings and construction of energy-efficient buildings. Owing to the requirements …

Energy demand and environmental impact of various construction scenarios of an office building in Morocco

S Hamdaoui, M Mahdaoui, A Allouhi, R El Alaiji… - Journal of cleaner …, 2018 - Elsevier
This paper assesses the thermal performance of an office building with an intermittent
occupancy pattern, designed according to three construction scenarios. Annual simulations …

[HTML][HTML] Energy characterization of forced ventilated Photovoltaic-DSF system in hot summer of composite climate

S Preet, S Mathur, J Mathur, MK Sharma… - Energy and Built …, 2024 - Elsevier
Performance of Photovoltaic-double skin façade (Photovoltaic-DSF) system in summer has
been critical. Owing to high solar ingress, cooling requirement of a building significantly …