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Parameter identification methods for low-order gray box building energy models: A critical review
The body of knowledge on gray box building energy modeling (GBBEM) has been
developed over the past few decades and has undergone some important changes recently …
developed over the past few decades and has undergone some important changes recently …
[HTML][HTML] Modeling, simulation and control tools for nZEB: A state-of-the-art review
JM Santos-Herrero, JM Lopez-Guede… - … and Sustainable Energy …, 2021 - Elsevier
Nowadays, most areas of human activity should be reviewed with the aim of reducing CO 2
emissions, since these activities are producing the majority of these emissions. Specifically …
emissions, since these activities are producing the majority of these emissions. Specifically …
A multi-agent based energy management solution for integrated buildings and microgrid system
In this paper, an ontology-driven multi-agent based energy management system (EMS) is
proposed for monitoring and optimal control of an integrated homes/buildings and microgrid …
proposed for monitoring and optimal control of an integrated homes/buildings and microgrid …
Experimental demonstration of frequency regulation by commercial buildings—Part II: Results and performance evaluation
This paper is the second part of a two-part series presenting the results from an
experimental demonstration of frequency regulation in a commercial building test facility. In …
experimental demonstration of frequency regulation in a commercial building test facility. In …
Modelling and flexible predictive control of buildings space-heating demand in district heating systems
N Aoun, R Bavière, M Vallée, A Aurousseau, G Sandou - Energy, 2019 - Elsevier
This paper presents and demonstrates, by numerical simulation, a Mixed-Integer Linear
Programming (MILP)-based Model Predictive Control (MPC) strategy for space-heating …
Programming (MILP)-based Model Predictive Control (MPC) strategy for space-heating …
Direct load control of thermostatically controlled loads based on sparse observations using deep reinforcement learning
This paper considers a demand response agent that must find a near-optimal sequence of
decisions based on sparse observations of its environment. Extracting a relevant set of …
decisions based on sparse observations of its environment. Extracting a relevant set of …
Simultaneous identification of dynamic model and occupant-induced disturbance for commercial buildings
A model of a building's thermal dynamics is needed for prediction-based control. The task of
identifying a thermal dynamic model is made challenging by the presence of large …
identifying a thermal dynamic model is made challenging by the presence of large …
Scalable identification and control of residential heat pumps: A minimal hardware approach
While model predictive control (MPC) is a widely studied tool for integrating residential heat
pumps with the smart grid, modeling difficulties and hardware requirements are significant …
pumps with the smart grid, modeling difficulties and hardware requirements are significant …
Grey-box modeling for thermal dynamics of buildings under the presence of unmeasured internal heat gains
X Lin, Z Tian, W Song, Y Lu, J Niu, Q Sun, Y Wang - Energy and Buildings, 2024 - Elsevier
An accurate grey-box building thermal model is an essential component for prediction-
based control of split air conditioners. As the thermal performance of building envelope …
based control of split air conditioners. As the thermal performance of building envelope …
Quantitative comparison of data-driven and physics-based models for commercial building HVAC systems
Commercial buildings are responsible for a large fraction of energy consumption in
developed countries, and therefore are targets of energy efficiency programs. Motivated by …
developed countries, and therefore are targets of energy efficiency programs. Motivated by …