A review of machine learning in building load prediction

L Zhang, J Wen, Y Li, J Chen, Y Ye, Y Fu, W Livingood - Applied Energy, 2021 - Elsevier
The surge of machine learning and increasing data accessibility in buildings provide great
opportunities for applying machine learning to building energy system modeling and …

Indoor air quality and health in schools: A critical review for develo** the roadmap for the future school environment

S Sadrizadeh, R Yao, F Yuan, H Awbi… - Journal of Building …, 2022 - Elsevier
Several research studies have ranked indoor pollution among the top environmental risks to
public health in recent years. Good indoor air quality is an essential component of a healthy …

A review of the-state-of-the-art in data-driven approaches for building energy prediction

Y Sun, F Haghighat, BCM Fung - Energy and Buildings, 2020 - Elsevier
Building energy prediction plays a vital role in develo** a model predictive controller for
consumers and optimizing energy distribution plan for utilities. Common approaches for …

[HTML][HTML] A review on occupancy prediction through machine learning for enhancing energy efficiency, air quality and thermal comfort in the built environment

W Zhang, Y Wu, JK Calautit - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
The occupants' presence, activities, and behaviour can significantly impact the building's
performance and energy efficiency. Currently, heating, ventilation, and air-conditioning …

Energy consumption and efficiency in buildings: current status and future trends

A Allouhi, Y El Fouih, T Kousksou, A Jamil… - Journal of Cleaner …, 2015 - Elsevier
The building sector is considered as the biggest single contributor to world energy
consumption and greenhouse gas emissions. Therefore, a good understanding of the nature …

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 …

Rethinking the role of occupant behavior in building energy performance: A review

Y Zhang, X Bai, FP Mills, JCV Pezzey - Energy and Buildings, 2018 - Elsevier
Technology alone will not achieve building energy conservation goals, and humans and
their energy-related behavior in buildings must be included in energy performance efforts …

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring …

RK Jain, KM Smith, PJ Culligan, JE Taylor - Applied Energy, 2014 - Elsevier
Buildings are the dominant source of energy consumption and environmental emissions in
urban areas. Therefore, the ability to forecast and characterize building energy consumption …

Towards sustainable, energy-efficient and healthy ventilation strategies in buildings: A review

B Chenari, JD Carrilho, MG Da Silva - Renewable and Sustainable Energy …, 2016 - Elsevier
Energy demand has been increasing worldwide and the building sector represents a large
percentage of global energy consumption. Therefore, promoting energy efficiency in …

Review of multi‐domain approaches to indoor environmental perception and behaviour

M Schweiker, E Ampatzi, MS Andargie… - Building and …, 2020 - Elsevier
Building occupants are continuously exposed to multiple indoor environmental stimuli,
including thermal, visual, acoustic, and air quality related factors. Moreover, personal and …