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相关论文: Improving occupant comfort through real-time Predi…

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The heating, ventilation and air-conditioning (HVAC) system accounts for substantial energy use in buildings, whereas a large group of occupants are still not actually feeling comfortable staying inside. This poses the issue of developing…

系统与控制 · 电气工程与系统科学 2021-02-05 Yu Yang , Guoqiang Hu , Costas J. Spanos

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

HVAC (Heating, Ventilation and Air Conditioning) system is an important part of a building, which constitutes up to 40% of building energy usage. The main purpose of HVAC, maintaining appropriate thermal comfort, is crucial for the best…

机器学习 · 计算机科学 2020-10-22 Nan Gao , Wei Shao , Mohammad Saiedur Rahaman , Jun Zhai , Klaus David , Flora D. Salim

Achieving thermal comfort while maintaining energy efficiency is a critical objective in building system control. Conventional thermal comfort models, such as the Predicted Mean Vote (PMV), rely on both environmental and personal variables.…

计算工程、金融与科学 · 计算机科学 2025-11-06 Youngkyu Kim , Byounghyun Yoo , Ji Young Yun , Hyeokmin Lee , Sehyeon Park , Jin Woo Moon , Eun Ji Choi

This paper proposes a learning-based model predictive control (MPC) approach for the thermal control of a four-zone smart building. The objectives are to minimize energy consumption and maintain the residents' comfort. The proposed control…

系统与控制 · 电气工程与系统科学 2019-09-13 Roja Eini , Sherif Abdelwahed

Heating, Ventilation and Air Conditioning (HVAC) consumes a significant fraction of energy in commercial buildings. Hence, the use of optimization techniques to reduce HVAC energy consumption has been widely studied. Model predictive…

系统与控制 · 计算机科学 2018-10-26 Milan Jain , Rachel K Kalaimani , Srinivasan Keshav , Catherine Rosenberg

Home retrofitting provides a means to improve the basic energy and comfort characteristics of a building stock, which cannot be renewed because of prohibitive costs. We analyze how model predictive control (MPC) applied to indoor…

最优化与控制 · 数学 2018-10-31 A. Ryzhov , H. Ouerdane , E. Gryazina , A. Bischi , K. Turitsyn

Thermal comfort in shared spaces is essential to occupants well-being and necessary in the management of energy consumption. Existing thermal control systems for indoor shared spaces adjust temperature set points mechanically, making it…

系统与控制 · 电气工程与系统科学 2022-07-12 Isibor Kennedy Ihianle , Pedro Machado , Kayode Owa , David Ada Adama

In office spaces, the ratio of energy consumption of air conditioning and lighting for maintaining the environment comfort is about 70%. On the other hand, many people claim being dissatisfied with the temperature of the air conditioning.…

信号处理 · 电气工程与系统科学 2020-03-11 Guillaume Lopez , Takuya Aoki , Kizito Nkurikiyeyezu , Anna Yokokubo

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…

系统与控制 · 计算机科学 2019-06-04 Mohammad Ostadijafari , Anamika Dubey

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 novel centralized model predictive control (MPC) is proposed for comfort and energy management in a residential building. The residential setup used here is equipped with a photovoltaic (PV) solar system and a stationary home battery…

系统与控制 · 电气工程与系统科学 2019-12-17 Sayani Seal , Benoit Boulet , Vahid Raissi Dehkordi

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…

系统与控制 · 电气工程与系统科学 2025-05-12 Xinyu Liang , Frits de Nijs , Buser Say , Hao Wang

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.…

系统与控制 · 计算机科学 2017-09-25 Muhammad Aftab , Chien Chen , Chi-Kin Chau , Talal Rahwan

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…

系统与控制 · 计算机科学 2017-10-06 Rachel Kalaimani , Milan Jain , Srinivasan Keshav , Catherine Rosenberg

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

Thermal comfort in indoor environments has an enormous impact on the health, well-being, and performance of occupants. Given the focus on energy efficiency and Internet-of-Things enabled smart buildings, machine learning (ML) is being…

机器学习 · 计算机科学 2022-06-30 Betty Lala , Srikant Manas Kala , Anmol Rastogi , Kunal Dahiya , Hirozumi Yamaguchi , Aya Hagishima

Thermal comfort is an assessment of one's satisfaction with the surroundings; yet, most mechanisms that are used to provide thermal comfort are based on approaches that preclude physiological, psychological, and personal psychophysics that…

信号处理 · 电气工程与系统科学 2020-05-22 Kizito Nkurikiyeyezu , Yuta Suzuki , Guillaume Lopez

Recent research is trying to leverage occupants' demand in the building's control loop to consider individuals' well-being and the buildings' energy savings. To that end, a real-time feedback system is needed to provide data about…

计算机视觉与模式识别 · 计算机科学 2022-04-20 Roshanak Ashrafi , Mona Azarbayjani , Hamed Tabkhi

In this paper, a distributed Model Predictive Control strategy is developed for a multi zone building plant with disturbances. The control objective is to maintain each zones temperature at a specified level with the minimum cost of the…

系统与控制 · 计算机科学 2019-02-28 Roja Eini , Sherif Abdelwahed
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