A review of strategies for building energy management system: Model predictive control, demand side management, optimization, and fault detect & diagnosis

D Mariano-Hernández, L Hernández-Callejo… - Journal of Building …, 2021 - Elsevier
Building energy use is expected to grow by more than 40% in the next 20 years. Electricity
remains the largest energy source consumed by buildings, and that demand is growing. To …

State of the art review on model predictive control (MPC) in Heating Ventilation and Air-conditioning (HVAC) field

Y Yao, DK Shekhar - Building and Environment, 2021 - Elsevier
Building systems are subject of dynamic system that have a general feature of non-linearity
and in turn, present us with different challenges for its optimized control of energy-saving …

All you need to know about model predictive control for buildings

J Drgoňa, J Arroyo, IC Figueroa, D Blum… - Annual Reviews in …, 2020 - Elsevier
It has been proven that advanced building control, like model predictive control (MPC), can
notably reduce the energy use and mitigate greenhouse gas emissions. However, despite …

Model predictive control (MPC) for enhancing building and HVAC system energy efficiency: Problem formulation, applications and opportunities

G Serale, M Fiorentini, A Capozzoli, D Bernardini… - Energies, 2018 - mdpi.com
In the last few years, the application of Model Predictive Control (MPC) for energy
management in buildings has received significant attention from the research community …

Comprehensive analysis of the relationship between thermal comfort and building control research-A data-driven literature review

JY Park, Z Nagy - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Buildings are responsible for about 30–40% of global energy demand. At the same time, we
humans spend almost our entire life, up to 80–90% of the time, inside of buildings. Reducing …

Data requirements and performance evaluation of model predictive control in buildings: A modeling perspective

S Zhan, A Chong - Renewable and Sustainable Energy Reviews, 2021 - Elsevier
Abstract Model predictive control (MPC) has shown great potential in improving building
performance and saving energy. However, after over 20 years of research, it is yet to be …

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 …

A review on energy consumption optimization techniques in IoT based smart building environments

AS Shah, H Nasir, M Fayaz, A Lajis, A Shah - Information, 2019 - mdpi.com
In recent years, due to the unnecessary wastage of electrical energy in residential buildings,
the requirement of energy optimization and user comfort has gained vital importance. In the …

A comprehensive review on residential demand side management strategies in smart grid environment

S Iqbal, M Sarfraz, M Ayyub, M Tariq, RK Chakrabortty… - Sustainability, 2021 - mdpi.com
The ever increasing demand for electricity and the rapid increase in the number of automatic
electrical appliances have posed a critical energy management challenge for both utilities …

Economic MPC and real-time decision making with application to large-scale HVAC energy systems

JB Rawlings, NR Patel, MJ Risbeck… - Computers & Chemical …, 2018 - Elsevier
With the potential to decrease operating costs and improve energy efficiency, model
predictive control (MPC) has been proposed as a replacement for traditional heuristic, PID …