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 …

Using change-point and Gaussian process models to create baseline energy models in industrial facilities: A comparison

J Carpenter, KA Woodbury, Z O'Neill - Applied Energy, 2018 - Elsevier
Industrial facilities account for approximately a third of energy usage in the world, and
effective energy assessments of these facilities require a reliable baseline energy model …

Synergy between control theory and machine learning for building energy management

J Arroyo - 2022 - lirias.kuleuven.be
The building sector is the largest energy-demanding sector responsible for over one-third of
energy use globally and an equally important portion of carbon dioxide (CO2) emissions …

Probabilistic Reachability for Uncertain Stochastic Hybrid Systems via Gaussian Processes

M Vasileva, F Shmarov, P Zuliani - 2020 18th ACM-IEEE …, 2020 - ieeexplore.ieee.org
Cyber-physical system models often feature stochastic behaviour that itself depends on
uncertain parameters (eg, transition rates). For these systems, verifying reachability amounts …

Data-driven online learning and reachability analysis of stochastic hybrid systems for smart buildings

H Abdel-Aziz, X Koutsoukos - Cyber-Physical Systems, 2019 - Taylor & Francis
Analysis and design of cyber physical systems (CPS) relies typically on detailed dynamical
models. Identifying parametric models of complex CPS such as smart buildings is very hard …

Methods for data-driven model predictive control

A Jain - 2020 - search.proquest.com
Abstract Model predictive control (MPC) is essential to optimal decision making in a broad
range of applications like building energy management and autonomous racing. MPC …

[图书][B] Using inverse regression models to create gray box models for industrial facilities

JP Carpenter - 2018 - search.proquest.com
Industrial facilities account for approximately one third of energy usage in the world, and
effective energy assessments of these facilities require a reliable baseline energy model …