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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…

系统与控制 · 电气工程与系统科学 2025-10-03 Ozan Baris Mulayim , Elias N. Pergantis , Levi D. Reyes Premer , Bingqing Chen , Guannan Qu , Kevin J. Kircher , Mario Bergés

An autonomous adaptive MPC architecture is presented for control of heating, ventilation and air condition (HVAC) systems to maintain indoor temperature while reducing energy use. Although equipment use and occupant changes with time,…

系统与控制 · 电气工程与系统科学 2021-02-09 Tingting Zeng , Prabir Barooah

Improving the energy-efficiency of heating, ventilation, and air-conditioning (HVAC) systems has the potential to realize large economic and societal benefits. This paper concerns the system identification of a hybrid system model of a…

最优化与控制 · 数学 2012-04-23 Anil Aswani , Neal Master , Jay Taneja , Andrew Krioukov , David Culler , Claire Tomlin

A large body of simulation research suggests that model predictive control (MPC) and reinforcement learning (RL) for heating, ventilation, and air-conditioning (HVAC) in residential and commercial buildings could reduce energy costs,…

Manufacturing industries are among the highest energy-consuming sectors, facing increasing pressure to reduce energy costs. This paper presents an energy-aware Model Predictive Control (MPC) framework to dynamically schedule manufacturing…

最优化与控制 · 数学 2025-07-01 Hongliang Li , Herschel C. Pangborn , Ilya Kovalenko

We consider the problem of optimal control of district cooling energy plants (DCEPs) consisting of multiple chillers, a cooling tower, and a thermal energy storage (TES), in the presence of time-varying electricity price. A straightforward…

系统与控制 · 电气工程与系统科学 2023-10-09 Zhong Guo , Aditya Chaudhari , Austin R. Coffman , Prabir Barooah

This paper presents a non-cooperative distributed model predictive controller for the control of large-scale District Heating Networks. To enable the design of this controller a novel information passing scheme and feasibility restoration…

系统与控制 · 电气工程与系统科学 2025-01-27 Audrey Blizard , Stephanie Stockar

Noise pollution from heat pumps (HPs) has been an emerging concern to their broader adoption, especially in densely populated areas. This paper explores a model predictive control (MPC) approach for building climate control, aimed at…

系统与控制 · 电气工程与系统科学 2025-04-08 Yun Li , Jicheng Shi , Colin N. Jones , Neil Yorke-Smith , Tamas Keviczky

A computationally efficient Model-Predictive Control (MPC) approach is proposed for systems with unknown delay using only input/output data. We use the Koopman operator framework and the related Hankel Alternative View of Koopman (HAVOK)…

Model-predictive-control (MPC) offers an optimal control technique to establish and ensure that the total operation cost of multi-energy systems remains at a minimum while fulfilling all system constraints. However, this method presumes an…

Mitigating the energy use in buildings, together with satisfaction of comfort requirements are the main objectives of efficient building control systems. Augmenting building energy systems with batteries can improve the energy use of a…

系统与控制 · 电气工程与系统科学 2023-07-06 Varsha Behrunani , Marta Zagorowska , Mathias Hudoba de Badyn , Francesco Ricca , Philipp Heer , John Lygeros

Greenhouse climate control is concerned with maximizing performance in terms of crop yield and resource efficiency. One promising approach is model predictive control (MPC), which leverages a model of the system to optimize the control…

系统与控制 · 电气工程与系统科学 2025-01-06 Samuel Mallick , Filippo Airaldi , Azita Dabiri , Congcong Sun , Bart De Schutter

Climate change poses a serious threat to the Earth's ecosystems, fueled primarily by escalating greenhouse gas emissions. Among the main contributors, the building sector stands out due to its significant energy demand. Addressing this…

系统与控制 · 电气工程与系统科学 2025-06-24 Ali Chouman , Peter Riederer , Frédéric Wurtz

Controlling Heating, Ventilation and Air Conditioning (HVAC) system to maintain occupant's indoor thermal comfort is important to energy-efficient buildings and the development of smart cities. In this paper, we formulate a model predictive…

最优化与控制 · 数学 2020-03-24 Runxin He , Humberto Gonzalez

District heating networks play a vital role in thermal energy supply in many countries. Thus, it comes to no surprise that these has been a central role in improving energy efficiency for private and public energy suppliers alike around the…

最优化与控制 · 数学 2025-05-29 Thomas Grandits , Stefano Coss , Gundolf Haase

With the increased amount of volatile renewable energy sources connected to the electricity grid, and the phase-out of fossil fuel based power plants, there is an increased need for frequency regulation. On the demand side, frequency…

系统与控制 · 电气工程与系统科学 2022-02-15 Felix Bünning , Joseph Warrington , Philipp Heer , Roy S. Smith , John Lygeros

The large amount of data collected in buildings makes energy management smarter and more energy efficient. This study proposes a design and implementation methodology of data-driven heating, ventilation, and air conditioning (HVAC) control.…

系统与控制 · 电气工程与系统科学 2024-10-28 Yuki Ozawa , Dafang Zhao , Daichi Watari , Ittetsu Taniguchi , Toshihiro Suzuki , Yoshiyuki Shimoda , Takao Onoye

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…

系统与控制 · 电气工程与系统科学 2021-10-20 Dennis Kibalama , Yuxing Liu , Stephanie Stockar , Marcello Canova

The cost of the power distribution infrastructures is driven by the peak power encountered in the system. Therefore, the distribution network operators consider billing consumers behind a common transformer in the function of their peak…

系统与控制 · 电气工程与系统科学 2022-04-01 Wenqi Cai , Hossein N. Esfahani , Arash B. Kordabad , Sébastien Gros

In control applications there is often a compromise that needs to be made with regards to the complexity and performance of the controller and the computational resources that are available. For instance, the typical hardware platform in…

系统与控制 · 电气工程与系统科学 2020-11-30 Eivind Bøhn , Sebastien Gros , Signe Moe , Tor Arne Johansen