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Intelligent building automation systems can reduce the energy consumption of heating, ventilation and air-conditioning (HVAC) units by sensing the comfort requirements automatically and scheduling the HVAC operations dynamically.…

Systems and Control · Computer Science 2017-09-25 Muhammad Aftab , Chien Chen , Chi-Kin Chau , Talal Rahwan

We present a detailed review of various Home Energy Management Schemes (HEM,s). HEM,s will increase savings, reduce peak demand and Pto Average Ratio (PAR). Among various applications of smart grid technologies, home energy management is…

Networking and Internet Architecture · Computer Science 2013-06-06 I. Khan , A. Mahmood , N. Javaid , S. Razzaq , R. D. Khan , M. Ilahi

The energy consumption of the HVAC system accounts for a significant portion of the energy consumption of the public building system, and using an efficient energy consumption prediction model can assist it in carrying out effective…

Machine Learning · Computer Science 2021-05-24 Yunlong Li , Yiming Peng , Dengzheng Zhang , Yingan Mai , Zhengrong Ruan

The residential electrical energy scheduling of solar Photovoltaics (PV) is an important research area of the modern green buildings. On the demand side, factors such as building load, and the renewable PV energy resources are integrated…

Systems and Control · Electrical Eng. & Systems 2021-03-16 Sara Zainaa , Shima Sadaf , Ansaruddin Kunjuc , Mohammad Meraj , Devrim Unal , Farid Touati

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

Decisions related to electric power systems planning and operations rely on assumptions and insights informed by historic weather data and records of past performance. Evolving climate trends are, however, changing the energy use patterns…

Physics and Society · Physics 2019-12-09 Anna M. Brockway , Laurel N. Dunn

The energy sector is experiencing rapid transformation due to increasing renewable energy integration, decentralisation of power systems, and a heightened focus on efficiency and sustainability. With energy demand becoming increasingly…

Energy management decreases energy expenditures and consumption while simultaneously increasing energy efficiency, reducing carbon emissions, and enhancing operational performance. Smart grids are a type of sophisticated energy…

Power consumption has become a critical aspect of modern life due to the consistent reliance on technological advancements. Reducing power consumption or following power usage predictions can lead to lower monthly costs and improved…

Machine Learning · Computer Science 2025-12-02 Shivani Mruthyunjaya , Anandi Dutta , Kazi Sifatul Islam

The smart grid with its two-way communication and bi-directional power layers is a cornerstone in the combat against global warming. It allows for the large scale adoption of distributed (individually-owned) renewable energy resources such…

Physics and Society · Physics 2025-10-20 Matthias Pilz , Omar Ellabban , Luluwah Al-Fagih

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

Model predictive control (MPC) is a widely used technique for temperature set-point tracking and energy optimization of Heating Ventilation and Air Conditioning (HVAC) systems in buildings. Unfortunately, a nonlinear thermal building model…

Systems and Control · Computer Science 2019-06-04 Mohammad Ostadijafari , Anamika Dubey

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

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

Optimization of energy consumption in future intelligent energy networks (or Smart Grids) will be based on grid-integrated near-real-time communications between various grid elements in generation, transmission, distribution and loads. This…

Networking and Internet Architecture · Computer Science 2016-11-18 Zhong Fan , Parag Kulkarni , Sedat Gormus , Costas Efthymiou , Georgios Kalogridis , Mahesh Sooriyabandara , Ziming Zhu , Sangarapillai Lambotharan , Woon Hau Chin

Buildings account for a substantial portion of global energy consumption. Reducing buildings' energy usage primarily involves obtaining data from building systems and environment, which are instrumental in assessing and optimizing the…

Artificial Intelligence · Computer Science 2024-04-19 Miracle Aniakor , Vinicius V. Cogo , Pedro M. Ferreira

This paper studies the optimal control of a commercial building's thermostatic load during off-peak hours as an ancillary service to the transmission system operator of a power grid. It provides an algorithmic framework which commercial…

Optimization and Control · Mathematics 2018-06-06 Randall Martyr , John Moriarty , Christian Beck

Active building energy management holds potential to reduce global energy-related emissions and support flexible operations of future low-carbon systems. This requires to integrate diverse objectives and engage multiple stakeholders.…

Systems and Control · Electrical Eng. & Systems 2023-10-25 Hanmin Cai , Philipp Heer

The fact that a proper HVAC control strategy can reduce the energy consumption of a building by up to 45% has driven significant research in demand-based HVAC control. This paper presents a novel framework for modeling and analysis of…

Systems and Control · Computer Science 2019-03-15 Khaza Anuarul Hoque , Nathalie Cauchi , Alessandro Abate

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
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