Transfer learning for thermal comfort prediction in multiple cities
Abstract The 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 …
a building, which constitutes up to 40% of building energy usage. The main purpose of …
A hybrid deep transfer learning strategy for thermal comfort prediction in buildings
Since the thermal condition of living spaces affects the occupants' productivity and their
quality of life, it is important to design effective heating, ventilation and air conditioning …
quality of life, it is important to design effective heating, ventilation and air conditioning …
Heterogeneous transfer learning for thermal comfort modeling
For decades, the Predicted Mean Vote (PMV) model has been adopted to evaluate building
occupants' thermal comfort. However, recent studies argue that the PMV model is inaccurate …
occupants' thermal comfort. However, recent studies argue that the PMV model is inaccurate …
[HTML][HTML] A hybrid active learning framework for personal thermal comfort models
Personal thermal comfort models are used to predict individual-level thermal comfort
responses to inform design and control decisions of buildings to achieve optimal …
responses to inform design and control decisions of buildings to achieve optimal …
Addressing data inadequacy challenges in personal comfort models by combining pretrained comfort models
Occupant thermal-comfort complaints are the biggest operational headache of facilities
managers. Many of the complaints can be attributed to the diverse nature of individuals' …
managers. Many of the complaints can be attributed to the diverse nature of individuals' …
Machine learning-based prediction of outdoor thermal comfort: Combining Bayesian optimization and the SHAP model
Rising global temperatures have resulted in urban heat waves in recent years, endangering
residents' health and even their lives. As a result, accurate outdoor thermal comfort …
residents' health and even their lives. As a result, accurate outdoor thermal comfort …
Improved thermal comfort modeling for smart buildings: A data analytics study
Thermal comfort is a key consideration in the design and modeling of buildings and is one of
the main steps to achieving smart building control and operation. Existing solutions model …
the main steps to achieving smart building control and operation. Existing solutions model …
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 …
Thermal comfort model for HVAC buildings using machine learning
M Fayyaz, AA Farhan, AR Javed - Arabian Journal for Science and …, 2022 - Springer
Thermal comfort is a condition of mind that expresses satisfaction with the thermal
environment. Thermal comfort is critical for both health and productivity. Inadequate thermal …
environment. Thermal comfort is critical for both health and productivity. Inadequate thermal …
Prediction of individual thermal comfort based on ensemble transfer learning method using wearable and environmental sensors
Thermal comfort is a critical issue in achieving an acceptable indoor environment and
managing building energy use. However, it is difficult to precisely recognize thermal comfort …
managing building energy use. However, it is difficult to precisely recognize thermal comfort …