AIMC Topic: Thermosensing

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A measurement-based framework integrating machine learning and morphological dynamics for outdoor thermal regulation.

International journal of biometeorology Apr 21, 2025
This study presents a comprehensive investigation into the interplay between machine learning (ML) models, morphological features, and outdoor thermal comfort (OTC) across three key indices: Universal Thermal Climate Index (UTCI), Physiological Equiv...
Humans Models, Theoretical Bayes Theorem Thermosensing Machine Learning Temperature Cities
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Machine learning thermal comfort prediction models based on occupant demographic characteristics.

Journal of thermal biology Jun 6, 2024
This study aims to investigate the predictive occupant demographic characteristics of thermal sensation (TS) and thermal satisfaction (TSa) as well as to find the most effective machine learning (ML) algorithms for predicting TS and TSa. To achieve t...
Machine Learning Algorithms Humans Female Aged Young Adult Adult Adolescent Thermosensing Male Middle Aged
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Enhancing thermal comfort prediction in high-speed trains through machine learning and physiological signals integration.

Journal of thermal biology Mar 27, 2024
Heating, Ventilation, and Air Conditioning (HVAC) systems in high-speed trains (HST) are responsible for consuming approximately 70% of non-operational energy sources, yet they frequently fail to ensure provide adequate thermal comfort for the majori...
Air Conditioning Galvanic Skin Response Thermosensing Skin Temperature Humans Machine Learning Temperature Male Heart Rate
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Improving the operational forecasts of outdoor Universal Thermal Climate Index with post-processing.

International journal of biometeorology Mar 5, 2024
The Universal Thermal Climate Index (UTCI) is a thermal comfort index that describes how the human body experiences ambient conditions. It has units of temperature and considers physiological aspects of the human body. It takes into account the effec...
Humans Temperature Wind Linear Models Neural Networks, Computer Machine Learning Forecasting Humidity Thermosensing Slovenia Climate
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Prediction of human thermal comfort preference based on supervised learning.

Journal of thermal biology Jan 25, 2023
Human thermal comfort is relevant to human life comfort and plays a pivotal role in occupational health and thermal safety. To ensure that intelligent temperature-controlled equipment can deliver a sense of cosiness to people while improving its ener...
Temperature Supervised Machine Learning Thermosensing Humans Computer Simulation
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Machine learning and features for the prediction of thermal sensation and comfort using data from field surveys in Cyprus.

International journal of biometeorology Jul 27, 2022
Perception can influence individuals' behaviour and attitude affecting responses and compliance to precautionary measures. This study aims to investigate the performance of methods for thermal sensation and comfort prediction. Four machine learning a...
Humans Machine Learning Temperature Wind Cyprus Thermosensing
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Human thermal sensation over a mountainous area, revealed by the application of ANNs: the case of Ainos Mt., Kefalonia Island, Greece.

International journal of biometeorology Aug 28, 2020
Mt. Ainos in Kefalonia Island, Greece, hosts a large variety of plant species, some of them endemic to the region. Because of its rich biodiversity, a large portion of the mountain area is designated as National Park and is protected from human activ...
Humans Thermosensing Greece Islands Neural Networks, Computer Temperature
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Machine learning algorithms applied to a prediction of personal overall thermal comfort using skin temperatures and occupants' heating behavior.

Applied ergonomics Feb 19, 2020
Thermal comfort modeling has been of interest in built environment research for decades. Mostly the modeling approaches focused on an average response of a large group of building occupants. Recently, the focus has been shifted towards personal comfo...
Female Adult Thermosensing Heating Skin Temperature Humans Machine Learning Algorithms
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Heat Flux Sensing for Machine-Learning-Based Personal Thermal Comfort Modeling.

Sensors (Basel, Switzerland) Aug 25, 2019
In recent years, physiological features have gained more attention in developing models of personal thermal comfort for improved and accurate adaptive operation of Human-In-The-Loop (HITL) Heating, Ventilation, and Air-Conditioning (HVAC) systems. Pu...
Ventilation Body Temperature Regulation Humans Machine Learning Algorithms Skin Temperature Air Conditioning Skin Physiological Phenomena Monitoring, Physiologic Thermosensing Hot Temperature
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Convergent Temperature Representations in Artificial and Biological Neural Networks.

Neuron Jul 31, 2019
Discoveries in biological neural networks (BNNs) shaped artificial neural networks (ANNs) and computational parallels between ANNs and BNNs have recently been discovered. However, it is unclear to what extent discoveries in ANNs can give insight into...
Reinforcement, Psychology Spatial Navigation Cerebellum Thermosensing Hot Temperature Nerve Net Caenorhabditis elegans Animals Supervised Machine Learning Zebrafish Neural Networks, Computer Brain
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