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Increasing energy efficiency in buildings can reduce costs and emissions substantially. Historically, this has been treated as a local, or single-agent, optimization problem. However, many buildings utilize the same types of thermal…

Multiagent Systems · Computer Science 2018-03-12 Hussain Kazmi , Johan Suykens , Johan Driesen

Residential consumers can use the demand response program (DRP) if they can utilize the home energy management system (HEMS), which reduces consumer costs by automatically adjusting air conditioning (AC) setpoints and shifting some…

Systems and Control · Electrical Eng. & Systems 2023-05-16 Reza Nematirad , M. M. Ardehali , Amir Khorsandi

The smart control informed by IoT sensors and enabled by remotely controlled devices can optimize the building operation to minimize unnecessary energy consumption and improve indoor thermal comfort. This paper quantifies the potential for…

Signal Processing · Electrical Eng. & Systems 2022-05-23 Yujiao Chen , Rongxin Yin

Fluent human-robot collaboration requires a robot teammate to understand, learn, and adapt to the human's psycho-physiological state. Such collaborations require a computing system that monitors human physiological signals during…

Robotics · Computer Science 2025-02-10 Celal Savur , Jamison Heard , Ferat Sahin

Driven by the opportunity to harvest the flexibility related to building climate control for demand response applications, this work presents a data-driven control approach building upon recent advancements in reinforcement learning. More…

Artificial Intelligence · Computer Science 2016-10-31 Giuseppe Tommaso Costanzo , Sandro Iacovella , Frederik Ruelens , T. Leurs , Bert Claessens

The quest for efficient devices has fueled research in thermoelectric materials. In these materials, the goal is to maximize the Figure of Merit $ZT$. One of the components of this quantity is the Seebeck coefficient, which measures the…

A thorough regulation of building energy systems translates in relevant energy savings and in a better comfort for the occupants. Algorithms to predict the thermal state of a building on a certain time horizon with a good confidence are…

Machine Learning · Computer Science 2023-11-01 Alfredo V Clemente , Alessandro Nocente , Massimiliano Ruocco

Machine learning models improve the speed and quality of physical models. However, they require a large amount of data, which is often difficult and costly to acquire. Predicting thermal comfort, for example, requires a controlled…

Machine Learning · Computer Science 2023-09-06 Romain Barbedienne , Sara Yasmine Ouerk , Mouadh Yagoubi , Hassan Bouia , Aurelie Kaemmerlen , Benoit Charrier

Developing personalised thermal comfort models to inform occupant-centric controls (OCC) in buildings requires collecting large amounts of real-time occupant preference data. This process can be highly intrusive and labour-intensive for…

Machine Learning · Computer Science 2023-09-19 Zeynep Duygu Tekler , Yue Lei , Xilei Dai , Adrian Chong

In many countries, central heating systems are widely used in multifamily housing allowing maintenance and costs to be shared. However, these systems often limit residents' control over their own consumption, complicating efforts to reduce…

The development of current building energy system operation has benefited from: 1. Informational support from the optimal design through simulation or first-principles models; 2. System load and energy prediction through machine learning…

Machine Learning · Computer Science 2023-02-22 Xia Chen , Xiaoye Cai , Alexander Kümpel , Dirk Müller , Philipp Geyer

Understanding the models that characterize the thermal dynamics in a smart building is important for the comfort of its occupants and for its energy optimization. A significant amount of research has attempted to utilize thermodynamics…

Systems and Control · Electrical Eng. & Systems 2020-06-12 Zhanhong Jiang , Jonathan Francis , Anit Kumar Sahu , Sirajum Munir , Charles Shelton , Anthony Rowe , Mario Bergés

Residential buildings account for a significant portion (35\%) of the total electricity consumption in the U.S. as of 2022. As more distributed energy resources are installed in buildings, their potential to provide flexibility to the grid…

Machine Learning · Computer Science 2024-08-13 Patrick Salter , Qiuhua Huang , Paulo Cesar Tabares-Velasco

Energy flexibility, through short-term demand-side management (DSM) and energy storage technologies, is now seen as a major key to balancing the fluctuating supply in different energy grids with the energy demand of buildings. This is…

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

The electrical generation and transmission infrastructures of many countries are under increased pressure. This partially reflects the move towards low carbon economies and the increased reliance on renewable power generation systems. There…

Physics and Society · Physics 2022-01-12 Corneliu Arsene

The electricity grid is crucial to our lives. House- holds and institutions count on it. In recent years, the sources of energy have become less and less available and they are driving the price of electricity higher and higher. It has been…

Systems and Control · Computer Science 2016-06-28 Nacer Khalil , Driss Benhaddou , Abdelhak Bensaoula , Michael Burriello , Raymond E Cline

Commercial buildings are responsible for a large fraction of energy consumption in developed countries, and therefore are targets of energy efficiency programs. Motivated by the large inherent thermal inertia of buildings, the power…

Systems and Control · Computer Science 2016-03-21 Datong Zhou , Qie Hu , Claire J. Tomlin

The flexible, efficient, and reliable operation of grid-interactive efficient buildings (GEBs) is increasingly impacted by the growing penetration of distributed energy resources (DERs). Besides, the optimization and control of DERs,…

Optimization and Control · Mathematics 2026-05-14 Xiang Huo , Jin Dong , Borui Cui , Boming Liu , Jianming Lian , Mingxi Liu

Building energy flexibility has been increasingly demonstrated as a cost-effective solution to respond to the needs of energy networks, including electric grids and district cooling and heating systems, improving the integration of…

Systems and Control · Electrical Eng. & Systems 2023-07-20 Maomao Hu , Ram Rajagopal , Jacques A. de Chalendar
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