Grey-box modeling and application for building energy simulations-A critical review
Grey-box modeling, as one of the three fundamental modeling techniques for building
energy models, has many advantages compared with black-box modeling and white-box …
energy models, has many advantages compared with black-box modeling and white-box …
State-of-the-art on research and applications of machine learning in the building life cycle
Fueled by big data, powerful and affordable computing resources, and advanced algorithms,
machine learning has been explored and applied to buildings research for the past decades …
machine learning has been explored and applied to buildings research for the past decades …
Building thermal load prediction through shallow machine learning and deep learning
Building thermal load prediction informs the optimization of cooling plant and thermal energy
storage. Physics-based prediction models of building thermal load are constrained by the …
storage. Physics-based prediction models of building thermal load are constrained by the …
Deep learning framework to forecast electricity demand
J Bedi, D Toshniwal - Applied energy, 2019 - Elsevier
The increasing world population and availability of energy hungry smart devices are major
reasons for alarmingly high electricity consumption in the current times. So far, various …
reasons for alarmingly high electricity consumption in the current times. So far, various …
A review on the prediction of building energy consumption
H Zhao, F Magoulès - Renewable and Sustainable Energy Reviews, 2012 - Elsevier
The energy performance in buildings is influenced by many factors, such as ambient
weather conditions, building structure and characteristics, the operation of sub-level …
weather conditions, building structure and characteristics, the operation of sub-level …
Review of building energy modeling for control and operation
X Li, J Wen - Renewable and Sustainable Energy Reviews, 2014 - Elsevier
Abstract Buildings consume about 41.1% of primary energy and 74% of the electricity in the
US Better or even optimal building energy control and operation strategies provide great …
US Better or even optimal building energy control and operation strategies provide great …
State of the art in building modelling and energy performances prediction: A review
A Foucquier, S Robert, F Suard, L Stéphan… - … and Sustainable Energy …, 2013 - Elsevier
In the European Union, the building sector is one of the largest energy consumer with about
40% of the final energy consumption. Reducing consumption is also a sociological …
40% of the final energy consumption. Reducing consumption is also a sociological …
A review of internal and external influencing factors on energy efficiency design of buildings
Three main groups of internal and external influencing factors have been identified through
this review, including building characteristics, equipment and technologies, and occupant's …
this review, including building characteristics, equipment and technologies, and occupant's …
A review on machine learning forecasting growth trends and their real-time applications in different energy systems
T Ahmad, H Chen - Sustainable Cities and Society, 2020 - Elsevier
Energy forecasting and planning play an important role in energy sector development and
policy formulation. The forecasting model selection mostly based on the availability of the …
policy formulation. The forecasting model selection mostly based on the availability of the …
Occupancy behavior based model predictive control for building indoor climate—A critical review
A Mirakhorli, B Dong - Energy and Buildings, 2016 - Elsevier
This paper reviews occupancy based model predictive control (MPC) for building indoor
climate control. Occupancy behavior in buildings is stochastic and complex in nature. With …
climate control. Occupancy behavior in buildings is stochastic and complex in nature. With …