Machine learning for estimation of building energy consumption and performance: a review

S Seyedzadeh, FP Rahimian, I Glesk… - Visualization in …, 2018 - Springer
Ever growing population and progressive municipal business demands for constructing new
buildings are known as the foremost contributor to greenhouse gasses. Therefore …

A review on optimization methods applied in energy-efficient building geometry and envelope design

F Kheiri - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Building envelope parameters and geometric configurations can considerably influence the
building energy performance. However, determining the best trade-offs of different building …

How does future climatic uncertainty affect multi-objective building energy retrofit decisions? Evidence from residential buildings in subtropical Hong Kong

S Liu, Y Wang, X Liu, L Yang, Y Zhang, J He - Sustainable Cities and …, 2023 - Elsevier
Energy consumption of and carbon emissions from buildings, which substantially depend on
outdoor climate conditions, may be susceptible to future climate change. However, how …

Multi-objective approach to the optimization of shape and envelope in building energy design

A Ciardiello, F Rosso, J Dell'Olmo, V Ciancio… - Applied energy, 2020 - Elsevier
In accordance with national and international regulations, the energy usage and emissions
of buildings need to be reduced. Both new constructions and retrofit actions should consider …

Building retrofitting towards net zero energy: A review

M Ibrahim, F Harkouss, P Biwole, F Fardoun… - Energy and …, 2024 - Elsevier
High energy consumption is a critical problem that governments are trying to overcome. The
concept of Net Zero Energy Building (NZEB) has recently emerged as one of the solutions …

Multi-objective optimization design for windows and shading configuration considering energy consumption and thermal comfort: A case study for office building in …

J Zhao, Y Du - Solar Energy, 2020 - Elsevier
As a large energy-consuming part of the envelope, windows and shading system play a
significant role in building savings. Once established in the primary design stage, it is difficult …

Building envelope design: Multi-objective optimization to minimize energy consumption, global cost and thermal discomfort. Application to different Italian climatic …

F Ascione, N Bianco, GM Mauro, DF Napolitano - Energy, 2019 - Elsevier
The paper proposes a multi-objective optimization approach to address the energy design of
the building envelope. A genetic algorithm (GA) is implemented by means of the coupling …

Passive design optimization of low energy buildings in different climates

F Harkouss, F Fardoun, PH Biwole - Energy, 2018 - Elsevier
Worldwide, the residential buildings are consuming a considerable amount of energy. The
high potential of buildings towards energy efficiency has drawn special attention to the …

Energy performance optimization of existing buildings: A literature review

N Hashempour, R Taherkhani, M Mahdikhani - Sustainable Cities and …, 2020 - Elsevier
Energy retrofit and renovation of existing buildings have an effective role in reducing carbon
dioxide emissions and ultimately global warming. Therefore, there is an increasing interest …

The role of sensitivity analysis in the building performance analysis: A critical review

Z Pang, Z O'Neill, Y Li, F Niu - Energy and Buildings, 2020 - Elsevier
A building system is highly nonlinear and commonly includes a variety of parameters
ranging from the architectural design to the building mechanical and energy system. Serving …