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Systems for heating, ventilation and air-conditioning (HVAC) of buildings are traditionally controlled by a rule-based approach. In order to reduce the energy consumption and the environmental impact of HVAC systems more advanced control…

Multiagent Systems · Computer Science 2023-09-14 Daniel Bayer , Marco Pruckner

The building thermodynamics model, which predicts real-time indoor temperature changes under potential HVAC (Heating, Ventilation, and Air Conditioning) control operations, is crucial for optimizing HVAC control in buildings. While…

Artificial Intelligence · Computer Science 2025-10-24 Yang Deng , Yaohui Liu , Rui Liang , Dafang Zhao , Donghua Xie , Ittetsu Taniguchi , Dan Wang

Among the auxiliary loads in light-duty vehicles, the air conditioning system is the single largest energy consumer. For electrified vehicles, the impact of heating and cooling loads becomes even more significant, as they compete with the…

Systems and Control · Electrical Eng. & Systems 2021-10-20 Dennis Kibalama , Yuxing Liu , Stephanie Stockar , Marcello Canova

Commercial building Heating, Ventilation, and Air Conditioning (HVAC) systems can provide flexibility to the electricity grid. Some researchers have found it convenient to model HVAC systems as virtual batteries. These models also better…

Systems and Control · Electrical Eng. & Systems 2025-10-06 Austin J. Lin , Jacques A. de Chalendar , Johanna L. Mathieu

Home retrofitting provides a means to improve the basic energy and comfort characteristics of a building stock, which cannot be renewed because of prohibitive costs. We analyze how model predictive control (MPC) applied to indoor…

Optimization and Control · Mathematics 2018-10-31 A. Ryzhov , H. Ouerdane , E. Gryazina , A. Bischi , K. Turitsyn

In this paper, a distributed Model Predictive Control strategy is developed for a multi zone building plant with disturbances. The control objective is to maintain each zones temperature at a specified level with the minimum cost of the…

Systems and Control · Computer Science 2019-02-28 Roja Eini , Sherif Abdelwahed

HVAC (Heating, Ventilation and Air Conditioning) system is an important part of a building, which constitutes up to 40% of building energy usage. The main purpose of HVAC, maintaining appropriate thermal comfort, is crucial for the best…

Machine Learning · Computer Science 2020-10-22 Nan Gao , Wei Shao , Mohammad Saiedur Rahaman , Jun Zhai , Klaus David , Flora D. Salim

In this paper, we address energy management for heating, ventilation, and air-conditioning (HVAC) systems in buildings, and present a novel combined optimization and control approach. We first formulate a thermal dynamics and an associated…

Systems and Control · Computer Science 2017-01-23 Takeshi Hatanaka , Xuan Zhang , Wenbo Shi , Minghui Zhu , Na Li

In future energy systems with high shares of renewable energy sources, the electricity demand of buildings has to react to the fluctuating electricity generation in view of stability. As buildings consume one-third of global energy and…

Systems and Control · Electrical Eng. & Systems 2023-06-29 Moritz Frahm , Thomas Dengiz , Philipp Zwickel , Heiko Maaß , Jörg Matthes , Veit Hagenmeyer

In this paper, we propose a combined energy and comfort optimization (CECO) strategy for the air conditioning (A/C) system of the connected and automated vehicles (CAVs). By leveraging the weather and traffic predictions enabled by the…

Systems and Control · Electrical Eng. & Systems 2019-09-30 Hao Wang , Mohammad Reza Amini , Ziyou Song , Jing Sun , Ilya Kolmanovsky

In commercial buildings, about 40%-50% of the total electricity consumption is attributed to Heating, Ventilation, and Air Conditioning (HVAC) systems, which places an economic burden on building operators. In this paper, we intend to…

Systems and Control · Electrical Eng. & Systems 2020-07-23 Liang Yu , Yi Sun , Zhanbo Xu , Chao Shen , Dong Yue , Tao Jiang , Xiaohong Guan

Commercial buildings account for 17% of U.S. carbon emissions, with roughly half of that from Heating, Ventilation, and Air Conditioning (HVAC). HVAC devices form a complex thermodynamic system, and while Model Predictive Control and…

Artificial Intelligence · Computer Science 2025-02-03 Judah Goldfeder , Victoria Dean , Zixin Jiang , Xuezheng Wang , Bing dong , Hod Lipson , John Sipple

This paper presents an energy-optimal hybrid control framework for thermal management of heat-pump battery electric vehicles (BEVs). The controller coordinates the compressor, coolant pumps, and cabin blower across the coupled refrigerant,…

Systems and Control · Electrical Eng. & Systems 2026-05-29 Prashant Lokur , Nikolce Murgovski

The building sector accounts for almost 40 percent of the global energy consumption. This reveals a great opportunity to exploit renewable energy resources in buildings to achieve the climate target. In this context, this paper offers a…

Systems and Control · Electrical Eng. & Systems 2022-01-25 Hossein Kalantar-Neyestanaki , Madjid Soltani

In this paper, we consider the problem of controlling power consumption dynamics of residential heating, ventilation and air conditioning (HVAC) units so that they follow the grid-side power specifications. In order to do so, we design a…

Systems and Control · Electrical Eng. & Systems 2022-10-05 Rupamathi Jaddivada , Marija D. Ilic , Mario Garcia- Sanz , Mirjana Marden , Sonja Glavaski

Model predictive control (MPC) has been shown to significantly improve the energy efficiency of buildings while maintaining thermal comfort. Data-driven approaches based on neural networks have been proposed to facilitate system modelling.…

Systems and Control · Electrical Eng. & Systems 2024-08-19 Marie-Christine Paré , Vasken Dermardiros , Antoine Lesage-Landry

Advanced control strategies like Model Predictive Control (MPC) offer significant energy savings for HVAC systems but often require substantial engineering effort, limiting scalability. Reinforcement Learning (RL) promises greater…

Systems and Control · Electrical Eng. & Systems 2025-10-03 Ozan Baris Mulayim , Elias N. Pergantis , Levi D. Reyes Premer , Bingqing Chen , Guannan Qu , Kevin J. Kircher , Mario Bergés

Model predictive control (MPC) can provide significant energy cost savings in building operations in the form of energy-efficient control with better occupant comfort, lower peak demand charges, and risk-free participation in demand…

Systems and Control · Electrical Eng. & Systems 2020-05-05 Achin Jain , Francesco Smarra , Enrico Reticcioli , Alessandro D'Innocenzo , Manfred Morari

Heating, Ventilation, and Air Conditioning (HVAC) systems account for approximately 38% of building energy consumption globally, making them one of the most energy-intensive services. The increasing emphasis on energy efficiency and…

Systems and Control · Electrical Eng. & Systems 2025-05-12 Xinyu Liang , Frits de Nijs , Buser Say , Hao Wang

In this paper, a multi-horizon model predictive controller (MH-MPC) is developed for integrated power and thermal management (iPTM) of a power-split hybrid electric vehicle (HEV). The proposed MH-MPC leverages an accurate short-horizon…

Systems and Control · Electrical Eng. & Systems 2020-03-20 Qiuhao Hu , Mohammad Reza Amini , Hao Wang , Ilya Kolmanovsky , Jing Sun