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Related papers: Planning for net zero by 2050, what HVAC system in…

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In order to achieve greenhouse gas neutrality by 2045, the Climate Protection Act sets emission reduction targets for the years 2030 and 2040, as well as decreasing annual emission volumes for some sectors, including the building sector.…

Systems and Control · Electrical Eng. & Systems 2024-04-23 Paul Maximilian Röhrig , Nancy Radermacher , Luis Böttcher , Andreas Ulbig

In this paper, an energy conservation measure that optimizes the planning of heating and cooling systems for tertiary sector buildings is proposed. It consists of a model-based predictive control approach that employs a grey-box model built…

Systems and Control · Electrical Eng. & Systems 2019-10-04 Phillipe R. Sampaio , Raphael Salvazet , Pierre Mandel , Gwénaëlle Becker , Damien Chenu

District heating networks are considered a key factor for enabling emission-free heat supply, while many existing networks still heavily rely on fossil fuels. With district heating network pipes easily exceeding a lifetime of 30 years,…

Optimization and Control · Mathematics 2024-11-14 Martin Sollich , Yannick Wack , Robbe Salenbien , Maarten Blommaert

With companies, states, and countries targeting net-zero emissions around midcentury, there are questions about how these targets alter household welfare and finances, including distributional effects across income groups. This paper…

The heating, ventilation and air condition (HVAC) system consumes the most energy in commercial buildings, consisting over 60% of total energy usage in the U.S. Flexible HVAC system setpoint scheduling could potentially save building energy…

Optimization and Control · Mathematics 2021-03-11 Guanyu Tian , Qun Zhou , Samy Faddel , Wenyi Wang

Cloud computing drives innovation but also poses significant environmental challenges due to its high-energy consumption and carbon emissions. Data centers account for 2-4% of global energy usage, and the ICT sector's share of electricity…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-26 Federico Ruilova , Ernst Gunnar Gran , Sven-Arne Reinemo

The building sector is the largest emitter globally and as such is at the forefront of the net-zero emissions pathway. This study is the first to present a bottom-up assessment framework integrated with the decomposing structural…

General Economics · Economics 2024-05-24 Xiwang Xiang , Minda Ma

Greenhouse gases (GHG) trap heat and make the planet warmer, exacerbating global climate change. Energy production is the second largest contributor to climate change [19]. In particular, the production of electricity and use of gas…

Optimization and Control · Mathematics 2023-11-28 Daria Soboleva , Alice Hoover , Melinda Koelling

It has been well acknowledged that buildings account for a large proportion of the world's energy consumption. However, the energy use of buildings, especially the heating, ventilation and air-conditioning (HVAC), is far from being…

Systems and Control · Computer Science 2019-05-28 Yu Yang , Guoqiang Hu , Costas J. Spanos

Heat, Ventilation and Air Conditioning (HVAC) systems play a critical role in maintaining a comfortable thermal environment and cost approximately 40% of primary energy usage in the building sector. For smart energy management in buildings,…

Machine Learning · Computer Science 2024-02-22 Dafang Zhao , Zheng Chen , Zhengmao Li , Xiaolei Yuan , Ittetsu Taniguchi

Most modern HVAC systems suffer from two intrinsic problems. First, inability to meet diverse comfort requirements of the occupants. Second, heat or cool an entire zone even when the zone is only partially occupied. Both issues can be…

Systems and Control · Computer Science 2017-10-06 Rachel Kalaimani , Milan Jain , Srinivasan Keshav , Catherine Rosenberg

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

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

The transition to low-carbon energy systems demands comprehensive technical, economic, environmental, and social evaluation tools. While numerous studies address specific aspects of energy transition, few provide an integrated framework to…

Systems and Control · Electrical Eng. & Systems 2025-09-09 Jayashree Yadav , Ingemar Mathiasson , Bindu Panikkar , Mads Almassalkhi

In this paper, we investigate the problem of minimizing the long-term total cost (i.e., the sum of energy cost and thermal discomfort cost) associated with a Heating, Ventilation, and Air Conditioning (HVAC) system of a multizone commercial…

Systems and Control · Computer Science 2017-10-20 Liang Yu , Di Xie , Tao Jiang , Yulong Zou , Kun Wang

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

In this paper, we design real-time decentralized and distributed control schemes for Heating Ventilation and Air Conditioning (HVAC) systems in energy efficient buildings. The control schemes balance user comfort and energy saving, and are…

Systems and Control · Computer Science 2017-02-14 Xuan Zhang , Wenbo Shi , Bin Yan , Ali Malkawi , Na Li

India set two Nationally Determined Contribution targets to achieve the net zero carbon emission goal by 2070, which requires deep decarbonization of India's power generation sector. Yet, coal power generation contributes to more than 60\%…

Physics and Society · Physics 2024-10-01 Yifu Ding , Dharik Mallapragada , Robert James Stoner

An optimized heat pump control for building heating was developed for minimizing CO2 emissions from related electrical power generation. The control is using weather and CO2 emission forecasts as input to a Model Predictive Control (MPC) -…

Systems and Control · Electrical Eng. & Systems 2020-05-12 Kenneth Leerbeck , Peder Bacher , Rune Grønborg , Anna Tveit , Olivier Corradi , Henrik Madsen

Buildings consume over 40% of the total energy in modern societies, and improving their energy efficiency can significantly reduce our energy footprint. In this paper, we present \texttt{WattScale}, a data-driven approach to identify the…

Computers and Society · Computer Science 2020-07-06 Srinivasan Iyengar , Stephen Lee , David Irwin , Prashant Shenoy , Benjamin Weil