[HTML][HTML] Data-driven predictive control for unlocking building energy flexibility: A review
Managing supply and demand in the electricity grid is becoming more challenging due to
the increasing penetration of variable renewable energy sources. As significant end-use …
the increasing penetration of variable renewable energy sources. As significant end-use …
Model predictive control (MPC) for enhancing building and HVAC system energy efficiency: Problem formulation, applications and opportunities
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 …
management in buildings has received significant attention from the research community …
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 …
Ten questions concerning model predictive control for energy efficient buildings
Buildings are dynamical systems with several control challenges: large storage capacities,
switching aggregates, technical and thermal constraints, and internal and external …
switching aggregates, technical and thermal constraints, and internal and external …
Data requirements and performance evaluation of model predictive control in buildings: A modeling perspective
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 …
performance and saving energy. However, after over 20 years of research, it is yet to be …
Building modeling as a crucial part for building predictive control
Recent results show that a predictive building automation can be used to operate buildings
in an energy and cost effective manner with only a small retrofitting requirements. In this …
in an energy and cost effective manner with only a small retrofitting requirements. In this …
Hybrid model predictive control of a residential HVAC system with on-site thermal energy generation and storage
This paper describes the development, implementation and experimental investigation of a
Hybrid Model Predictive Control (HMPC) strategy to control solar-assisted heating …
Hybrid Model Predictive Control (HMPC) strategy to control solar-assisted heating …
Demonstration of an MPC framework for all-air systems in non-residential buildings
In educational buildings, the HVAC system is a major contributor to the total energy use. It is
well-known that energy reductions could be achieved by more advanced control strategies …
well-known that energy reductions could be achieved by more advanced control strategies …
Control-oriented thermal modeling of multizone buildings: Methods and issues: Intelligent control of a building system
The residential and commercial building sector is known to use around 40% of the total end-
use energy and, hence, is considered to be the largest energy consumer sector in the world …
use energy and, hence, is considered to be the largest energy consumer sector in the world …
Data-driven modeling of building thermal dynamics: Methodology and state of the art
Z Wang, Y Chen - Energy and Buildings, 2019 - Elsevier
Data-driven approach is essential to the modeling of building thermal dynamics. It has been
widely applied in building operation optimization, energy management, system performance …
widely applied in building operation optimization, energy management, system performance …