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

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With more than 32% of the global energy used by commercial and residential buildings, there is an urgent need to revisit traditional approaches to Building Energy Management (BEM). With HVAC systems accounting for about 40% of the total…

Systems and Control · Electrical Eng. & Systems 2023-11-16 Hao Wang , Xiwen Chen , Natan Vital , Edward. Duffy , Abolfazl Razi

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

Heating, Ventilation and Air Conditioning (HVAC) systems consume almost half of the total energy use of commercial buildings. To optimize HVAC energy usage, it is important to understand the energy consumption of individual HVAC components…

Systems and Control · Computer Science 2015-09-21 Jason Koh , Bharathan Balaji , Rajesh Gupta , Yuvraj Agarwal

Whole-economy scenarios for limiting global warming to 1.5C suggest that direct carbon emissions in the buildings sector should decrease to almost zero by 2050, but leave unanswered the question how this could be achieved by real-world…

Economics · Quantitative Finance 2018-05-08 Florian Knobloch , Hector Pollitt , Unnada Chewpreecha , Vassilis Daioglou , Jean-Francois Mercure

Building operations consume approximately 40% of global energy, with Heating, Ventilation, and Air Conditioning (HVAC) systems responsible for up to 50% of this consumption. As HVAC energy demands are expected to rise, optimising system…

Machine Learning · Computer Science 2024-12-02 Anaïs Berkes

Space and water heating accounts for about 40% of final energy consumption in the European Union and thus plays a key role in reducing overall costs and greenhouse gas emissions. Many scenarios to reach net-zero emissions in buildings rely…

Physics and Society · Physics 2021-06-08 Elisabeth Zeyen , Veit Hagenmeyer , Tom Brown

Buildings are a large consumer of energy, and reducing their energy usage may provide financial and societal benefits. One challenge in achieving efficient building operation is the fact that few financial motivations exist for encouraging…

Optimization and Control · Mathematics 2012-07-12 Anil Aswani , Claire Tomlin

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

Residential heating and cooling currently account for approximately 7% of electricity consumption of India. A warming climate will increase residential cooling requirements, while heating needs will decrease which is an alarming consequence…

Systems and Control · Electrical Eng. & Systems 2023-07-18 Raj S. Srivastava , A. Aravinda De Chinnu , Aakash C. Rai

Buildings sector is one of the major consumers of energy in the United States. The buildings HVAC (Heating, Ventilation, and Air Conditioning) systems, whose functionality is to maintain thermal comfort and indoor air quality (IAQ), account…

Systems and Control · Electrical Eng. & Systems 2021-03-24 Chi Zhang , Sanmukh R. Kuppannagari , Rajgopal Kannan , Viktor K. Prasanna

Some U.S. states have set clean energy goals and targets in an effort to decarbonize their electricity sectors. There are many reasons for such goals and targets, including the increasingly apparent effects of climate change. A handful of…

Systems and Control · Electrical Eng. & Systems 2022-11-22 Yixing Xu , Daniel Olsen , Bainan Xia , Dan Livengood , Victoria Hunt , Yifan Li , Lane Smith

Heating, Ventilation, and Cooling (HVAC) systems are often the most significant contributor to the energy usage, and the operational cost, of large office buildings. Therefore, to understand the various factors affecting the energy usage,…

Systems and Control · Computer Science 2017-05-08 Joshua Gluck , Christian Koehler , Jennifer Mankoff , Anind Dey , Yuvraj Agarwal

It is envisioned that building systems will become active participants in the smart grid operation by controlling their energy consumption to optimize complex criteria beyond ensuring local end-use comfort satisfaction. A forecast of the…

Optimization and Control · Mathematics 2018-06-08 Soumya Kundu , Thiagarajan Ramachandran , Yan Chen , Draguna Vrabie

Building heat electrification is central to economy-wide decarbonization efforts and directly affects energy infrastructure planning through increasing electricity demand and reducing the building sector's use of gas infrastructure that…

Systems and Control · Electrical Eng. & Systems 2024-09-17 Rahman Khorramfar , Morgan Santoni-Colvin , Saurabh Amin , Leslie K. Norford , Audun Botterud , Dharik Mallapragada

Assessing provincial carbon budgets for residential building operations is a crucial strategy for advancing China's net-zero ambitions. This study develops an advanced assessment framework that integrates static and dynamic modeling to…

Physics and Society · Physics 2025-10-07 Hong Yuan , Minda Ma , Nan Zhou , Zhili Ma , Chunbo Zhang

Energy saving and carbon emission reduction in buildings is one of the key measures in combating climate change. Heating, Ventilation, and Air Conditioning (HVAC) system account for the majority of the energy consumption in the built…

Other Computer Science · Computer Science 2020-11-03 Yong Yu

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…

Optimization and Control · Mathematics 2012-04-23 Anil Aswani , Neal Master , Jay Taneja , Andrew Krioukov , David Culler , Claire Tomlin

Owing to the call for energy efficiency, the need to optimize the energy consumption of commercial buildings-- responsible for over 40% of US energy consumption--has recently gained significant attention. Moreover, the ability to…

Systems and Control · Computer Science 2019-06-04 Mohammad Ostadijafari , Anamika Dubey , Yang Liu , Jie Shi , Nanpeng Yu

As people spend up to 87% of their time indoors, intelligent Heating, Ventilation, and Air Conditioning (HVAC) systems in buildings are essential for maintaining occupant comfort and reducing energy consumption. These HVAC systems in smart…

Systems and Control · Electrical Eng. & Systems 2021-08-09 Shichao Xu , Yangyang Fu , Yixuan Wang , Zheng O'Neill , Qi Zhu
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