Parameter identification methods for low-order gray box building energy models: A critical review

R Serasinghe, N Long, JD Clark - Energy and Buildings, 2024 - Elsevier
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 …

[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 …

A multi-agent based energy management solution for integrated buildings and microgrid system

A Anvari-Moghaddam, A Rahimi-Kian, MS Mirian… - Applied energy, 2017 - Elsevier
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 …

Experimental demonstration of frequency regulation by commercial buildings—Part II: Results and performance evaluation

E Vrettos, EC Kara, J MacDonald… - … on Smart Grid, 2016 - ieeexplore.ieee.org
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 …

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 …

Direct load control of thermostatically controlled loads based on sparse observations using deep reinforcement learning

F Ruelens, BJ Claessens, P Vrancx… - CSEE Journal of …, 2019 - ieeexplore.ieee.org
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 …

Simultaneous identification of dynamic model and occupant-induced disturbance for commercial buildings

AR Coffman, P Barooah - Building and Environment, 2018 - Elsevier
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 …

Scalable identification and control of residential heat pumps: A minimal hardware approach

ZE Lee, KM Zhang - Applied Energy, 2021 - Elsevier
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 …

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 …

Quantitative comparison of data-driven and physics-based models for commercial building HVAC systems

DP Zhou, Q Hu, CJ Tomlin - 2017 American control conference …, 2017 - ieeexplore.ieee.org
Commercial buildings are responsible for a large fraction of energy consumption in
developed countries, and therefore are targets of energy efficiency programs. Motivated by …