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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

Thermal comfort assessment for the built environment has become more available to analysts and researchers due to the proliferation of sensors and subjective feedback methods. These data can be used for modeling comfort behavior to support…

机器学习 · 计算机科学 2020-11-25 Matias Quintana , Stefano Schiavon , Kwok Wai Tham , Clayton Miller

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

Indoor thermal comfort in smart buildings has a significant impact on the health and performance of occupants. Consequently, machine learning (ML) is increasingly used to solve challenges related to indoor thermal comfort. Temporal…

机器学习 · 计算机科学 2022-08-23 Betty Lala , Srikant Manas Kala , Anmol Rastogi , Kunal Dahiya , Aya Hagishima

Conventional thermal preference prediction in buildings has limitations due to the difficulty in capturing all environmental and personal factors. New model features can improve the ability of a machine learning model to classify a person's…

机器学习 · 计算机科学 2021-12-13 Mahmoud Abdelrahman , Adrian Chong , Clayton Miller

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…

系统与控制 · 电气工程与系统科学 2025-10-20 Javier Penuela , Sahar Moghimian Hoosh , Ilia Kamyshev , Aldo Bischi , Henni Ouerdane

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,…

人机交互 · 计算机科学 2020-04-08 Svenja Laing , Niklas Kühl

Evaluating and optimising human comfort within the built environment is challenging due to the large number of physiological, psychological and environmental variables that affect occupant comfort preference. Human perception could be…

人机交互 · 计算机科学 2020-10-30 Prageeth Jayathissa , Matias Quintana , Mahmoud Abdelrahman , Clayton Miller

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

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…

系统与控制 · 电气工程与系统科学 2024-03-13 Jiali Wang , Yang Tang , Luca Schenato

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.…

Indoor thermal comfort immensely impacts the health and performance of occupants. Therefore, researchers and engineers have proposed numerous computational models to estimate thermal comfort (TC). Given the impetus toward energy efficiency,…

机器学习 · 计算机科学 2022-04-27 Betty Lala , Hamada Rizk , Srikant Manas Kala , Aya Hagishima

Vehicle climate control systems aim to keep passengers thermally comfortable. However, current systems control temperature rather than thermal comfort and tend to be energy hungry, which is of particular concern when considering electric…

人工智能 · 计算机科学 2017-09-06 James Brusey , Diana Hintea , Elena Gaura , Neil Beloe

With the growing integration of human-computer interaction into everyday life, advances in machine learning have enabled systems to better perceive and respond to users' emotional states. Most existing affect recognition datasets focus on…

机器学习 · 计算机科学 2026-05-04 Karim Alghoul , Faisal Mohd , Fedwa Laamarti , Hussein Al Osman , Abdulmotaleb El Saddik

Understanding and estimating driver trust and comfort are essential for the safety and widespread acceptance of autonomous vehicles. Existing works analyze user trust and comfort separately, with limited real-time assessment and…

人机交互 · 计算机科学 2025-08-26 Aditi Bhalla , Christian Hellert , Enkelejda Kasneci , Nastassja Becker

The paper describes a dataset comprising indoor environmental factors such as temperature, humidity, air quality, and noise levels. The data was collected from 10 sensing devices installed in various locations within three single-family…

信号处理 · 电气工程与系统科学 2023-10-09 Sheik Murad Hassan Anik , Xinghua Gao , Na Meng

Personal thermal comfort models aim to predict an individual's thermal comfort response, instead of the average response of a large group. Recently, machine learning algorithms have proven to be having enormous potential as a candidate for…

机器学习 · 计算机科学 2022-11-22 Hari Prasanna Das , Costas J. Spanos

Predominant thermal comfort provision technologies are energy-hungry, and yet they perform crudely because they overlook the requisite precursors to thermal comfort. They also fail to exclusively cool or heat the parts of the body (e.g.,…

人机交互 · 计算机科学 2020-01-01 Kizito Nkurikiyeyezu , Anna Yokokubo , Guillaume Lopez

In building management, usually static thermal setpoints are used to maintain the inside temperature of a building at a comfortable level irrespective of its occupancy. This strategy can cause a massive amount of energy wastage and…

机器学习 · 计算机科学 2022-01-20 Rakshitha Godahewa , Chang Deng , Arnaud Prouzeau , Christoph Bergmeir

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
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