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Controlling building electric loads could alleviate the increasing grid strain caused by the adoption of renewables and electrification. However, current approaches that automatically setback thermostats on the hottest day compromise their…

Computers and Society · Computer Science 2025-02-14 SungKu Kang , Kunind Sharma , Maharshi Pathak , Emily Casavant , Katherine Bassett , Misha Pavel , David Fannon , Michael Kane

The expansion of renewable electricity generation, growing demands due to electrification, greater prevalence of working from home, and increasing frequency and severity of extreme weather events, will place new demands on the electric…

Human-Computer Interaction · Computer Science 2025-11-14 Maharshi Pathak , SungKu Kang , Vanessa C. Whittem , Katherine Bassett , Michael B. Kane , David J. Fannon

In single-zone multi-node systems (SZMRSs), temperature controls rely on a single probe near the thermostat, resulting in temperature discrepancies that cause thermal discomfort and energy waste. Augmenting smart thermostats (STs) with…

Signal Processing · Electrical Eng. & Systems 2024-11-11 Ozan Baris Mulayim , Edson Severnini , Mario Bergés

Given the widespread attention to individual thermal comfort, coupled with significant energy-saving potential inherent in energy management systems for optimizing indoor environments, this paper aims to introduce advanced…

Systems and Control · Electrical Eng. & Systems 2024-03-13 Jiali Wang , Yang Tang , Luca Schenato

Thermostats are primary interfaces for occupants of office buildings to express their comfort preferences. However, standard thermostats are often ineffective due to inaccessibility, lack of information, or limited responsiveness, leading…

Human-Computer Interaction · Computer Science 2016-01-28 Bharathan Balaji , Jason Koh , Nadir Weibel , Yuvraj Agarwal

The optimal management of a building's microclimate to satisfy the occupants' needs and objectives in terms of comfort, energy efficiency, and costs is particularly challenging. This complexity arises from the non-linear, time-dependent…

Systems and Control · Electrical Eng. & Systems 2025-10-20 Javier Penuela , Sahar Moghimian Hoosh , Ilia Kamyshev , Aldo Bischi , Henni Ouerdane

Energy savings from efficiency methods in individual residential buildings are measured in 10's of dollars, while the energy savings from such measures nationally would amount to 10's of billions of dollars, leading to the "tragedy of the…

Systems and Control · Electrical Eng. & Systems 2020-09-28 Ljuboslav Boskic , Igor Mezic

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…

Systems and Control · Electrical Eng. & Systems 2022-07-12 Isibor Kennedy Ihianle , Pedro Machado , Kayode Owa , David Ada Adama

The technologies used in smart homes have recently improved to learn the user preferences from feedback in order to enhance the user convenience and quality of experience. Most smart homes learn a uniform model to represent the thermal…

Artificial Intelligence · Computer Science 2022-04-12 Shashi Suman , Francois Rivest , Ali Etemad

Smart buildings have great potential for shaping an energy-efficient, sustainable, and more economic future for our planet as buildings account for approximately 40% of the global energy consumption. Future of the smart buildings lies in…

Systems and Control · Electrical Eng. & Systems 2020-07-28 Ashkan Haji Hosseinloo , Alexander Ryzhov , Aldo Bischi , Henni Ouerdane , Konstantin Turitsyn , Munther A. Dahleh

Different factors such as thermal comfort, humidity, air quality, and noise have significant combined effects on the acceptability and quality of the activities performed by the building occupants who spend most of their times indoors.…

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.…

Signal Processing · Electrical Eng. & Systems 2020-03-11 Guillaume Lopez , Takuya Aoki , Kizito Nkurikiyeyezu , Anna Yokokubo

Most people spend up to 90 % of their time indoors. However, literature in the field of facility management and related disciplines mostly focus on energy and cost saving aspects of buildings. Especially in the area of commercial buildings,…

Human-Computer Interaction · Computer Science 2020-04-08 Svenja Laing , Niklas Kühl

According to research, reducing consumer energy demand through behavioural interventions is an important factor of efforts to reduce greenhouse gas emissions and climate change.On this basis, feedback interventions that make energy…

Physics and Society · Physics 2021-12-24 Mohammad Zarei , Mojtaba Maghrebi

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

A reliable comfort model is essential to improve occupant satisfaction and reduce building energy consumption. As two types of the most common and intuitive thermal adaptive behaviors, precise recognition of dressing and undressing can…

Human-Computer Interaction · Computer Science 2024-10-30 Zhaohe Lv , Guoliang Zhao , Zhanbo Xu , Jiang Wu , Yadong Zhou , Kun Liu

The environmental change and its effects, caused by human influences and natural ecological processes over the last decade, prove that it is now more prudent than ever to transition to more sustainable models of energy consumption…

Room-level air conditioners (also referred as ACs) consume a significant proportion of total energy in residential and small-scale commercial buildings. In a typical AC, occupants specify their comfort requirements by manually setting the…

Human-Computer Interaction · Computer Science 2018-05-17 Milan Jain

The user persona is a communication tool for designers to generate a mental model that describes the archetype of users. Developing building occupant personas is proven to be an effective method for human-centered smart building design,…

Machine Learning · Computer Science 2024-08-09 Sheik Murad Hassan Anik , Xinghua Gao , Na Meng

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
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