Application of machine learning in thermal comfort studies: A review of methods, performance and challenges
This paper provides a systematic review on the application of Machine Learning (ML) in
thermal comfort studies to highlight the latest methods and findings and provide an agenda …
thermal comfort studies to highlight the latest methods and findings and provide an agenda …
The use of artificial intelligence (AI) methods in the prediction of thermal comfort in buildings: Energy implications of AI-based thermal comfort controls
Buildings consume about 40% of globally-produced energy. A notable amount of this energy
is used to provide sufficient comfort levels to the building occupants. Moreover, given recent …
is used to provide sufficient comfort levels to the building occupants. Moreover, given recent …
Review on occupant-centric thermal comfort sensing, predicting, and controlling
Ensuring occupants' thermal comfort and work performance is one of the primary objectives
for building environment conditioning systems. In recent years, there emerged many …
for building environment conditioning systems. In recent years, there emerged many …
Comparing machine learning algorithms in predicting thermal sensation using ASHRAE Comfort Database II
Predicting building occupants' thermal comfort via machine learning (ML) is a hot research
topic. Many algorithms and data processing methods have been applied to predict thermal …
topic. Many algorithms and data processing methods have been applied to predict thermal …
BIM-and IoT-based virtual reality tool for real-time thermal comfort assessment in building enclosures
Despite their vast potential for delivering rich and intuitive visualizations of live building
monitoring data, digital twins have been rarely studied in the context of thermal comfort. To …
monitoring data, digital twins have been rarely studied in the context of thermal comfort. To …
Recognition and prediction of individual thermal comfort requirement based on local skin temperature
This study focuses on identifying individual thermal comfort requirement using infrared
images. The primary objective is to verify the feasibility of infrared images in predicting …
images. The primary objective is to verify the feasibility of infrared images in predicting …
Opportunities and challenges of using thermal comfort models for building design and operation for the elderly: A literature review
In a progressively ageing society, providing thermally comfortable environments for the
elderly has received attention from academics and practitioners. Thermal comfort models lay …
elderly has received attention from academics and practitioners. Thermal comfort models lay …
Non-invasive infrared thermography technology for thermal comfort: A review
P Zheng, Y Liu, H Wu, H Wang - Building and Environment, 2024 - Elsevier
Non-invasive infrared thermography (IRT) technology has emerged as a promising tool for
real-time prediction of thermal comfort and offers a novel approach for controlling heating …
real-time prediction of thermal comfort and offers a novel approach for controlling heating …
A review of studies and modelling of solar radiation on human thermal comfort in outdoor environment
Thermal environment influences human thermal comfort significantly when people have
outdoor activities. Four environmental parameters determine outdoor thermal comfort, which …
outdoor activities. Four environmental parameters determine outdoor thermal comfort, which …
From characteristics to practical applications of skin temperature in thermal comfort research–A comprehensive review
J Zhao, R Wang, Y Wu, C Zhao, Y Qi, S Li… - Building and …, 2024 - Elsevier
Skin temperature is a widely used physiological parameter in thermal comfort research. It
serves as an indicator of personnel's thermal comfort and has the potential to guide the …
serves as an indicator of personnel's thermal comfort and has the potential to guide the …