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 …

A data-driven methodology to predict thermal behavior of residential buildings using piecewise linear models

MH Benzaama, LH Rajaoarisoa, B Ajib… - Journal of Building …, 2020 - Elsevier
Nowadays, data-driven approaches are a good way to estimate very efficient black box
models for different engineering systems. This class of model is well recognized by its …

Energy usage and human behavior modeling for residential bottom-up energy simulation

N Pereira, M Martínez-Ramón - Energy and Buildings, 2023 - Elsevier
We introduce a probabilistic modeling for a disaggregated Bottom-up simulation of
residential energy usage. Parametric probability distributions are modeled with parameters …

Data-driven control of unknown switched linear systems using scenario optimization

Z Wang, GO Berger, RM Jungers - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We tackle uniform state feedback control of switched linear systems under arbitrary
switching using scenario optimization. We propose a data-driven control framework, in …

Dynamic mode decomposition for nonintrusive and robust model predictive control of residential heating systems

C Patyn, G Deconinck - Energy and Buildings, 2022 - Elsevier
Obtaining accurate models for heating and building systems is crucial for prediction and
control in the context of energy efficiency and demand response. Models should be both …

[HTML][HTML] Modeling, simulation, and temperature control of a thermal zone with sliding modes strategy

F Florez, P Fernández de Córdoba, JL Higón, G Olivar… - Mathematics, 2019 - mdpi.com
To reduce the energy consumption in buildings is necessary to analyze individual rooms
and thermal zones, studying mathematical models and applying new control techniques. In …

Data-driven feedback stabilization of switched linear systems with probabilistic stability guarantees

Z Wang, GO Berger, RM Jungers - 2021 60th IEEE Conference …, 2021 - ieeexplore.ieee.org
This paper tackles the feedback stabilization of switched linear systems under arbitrary
switching. We propose a data-driven approach which allows to compute a stabilizing static …

A dynamic model of hollow ventilated interior wall integrated with solar air collector

J Zhou, T Yu, H Wu, B Lei, J Zheng, W Ji - Applied Thermal Engineering, 2020 - Elsevier
The integration of solar air collector with hollow ventilated interior wall (SAC-HVIW) has the
potential of reducing heating energy use and improving thermal comfort during nighttime for …

A Fusion Estimation Approach for Robust Output Feedback MPC of Multi-Sensor Systems

B Chen, C Xu, Z Wang, X Qiu… - IEEE Control Systems …, 2024 - ieeexplore.ieee.org
This letter presents a fusion-based output feedback MPC (FOFMPC) approach for multi-
sensor systems with state and control constraints. Our approach consists of a fusion …