Local thermal response differences due to sex and BMI among older adults in warm environments

IF 7.6 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY
Minzhou Chen , Jaafar Younes , Azin Velashjerdi Farahani , Simo Kilpeläinen , Risto Kosonen , Nesreen Ghaddar , Arsen Krikor Melikov
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Abstract

Individual differences in thermal comfort among older adults may arise owing to sex and body mass index (BMI), leading to different preferred settings for indoor parameters in thermal environments. Meanwhile, providing automatic control strategies for personal comfort systems is very important for the elderly because of their reduced sensitivity and mobility. Thus, this study recruited 26 older adults to join climatic chamber experiments that included the use of local cooling devices at five thermal conditions: 26 °C, 40 % relative humidity (RH); 28 °C, 60 %; 29 °C, 40 %; 32 °C, 50 %; and 33 °C, 40 %. We introduced three types of local cooling devices: a table fan, an evaporative cooling device, and an air-cooled jacket. During the experiment, we monitored the participants' use of these cooling devices and recorded their skin temperatures and thermal perception votes. Notably, differences in thermal responses between the sexes were more pronounced than those between different BMI groups. There were significant differences in torso and lower limb skin temperatures as well as tympanic temperatures between males and females. There were substantial individual variations in thermal preferences and device usage behaviors. Generally, the participants’ device usage behavior was consistent with their thermal sensations and correlated with the mean skin temperatures recorded 5 min prior. We trained the long short-term memory (LSTM) model to predict individual device usage and found it was capable of effectively modeling individual device usage when the input variables included the head and wrist skin temperatures and device speed, achieving an accuracy of 90 %.
温暖环境下老年人局部热反应的性别和BMI差异
老年人热舒适的个体差异可能与性别和身体质量指数(BMI)有关,从而导致热环境中室内参数的偏好设置不同。同时,为老年人提供个人舒适系统的自动控制策略是非常重要的,因为他们的灵敏度和行动能力都有所下降。因此,本研究招募了26名老年人参加气候室实验,包括在五种热条件下使用局部冷却装置:26°C, 40%相对湿度(RH);28℃,60%;29℃,40%;32℃,50%;33℃,40%。我们介绍了三种局部冷却装置:台式风扇、蒸发冷却装置和风冷夹套。在实验过程中,我们监测了参与者对这些冷却设备的使用情况,并记录了他们的皮肤温度和热感知投票。值得注意的是,男女之间的热反应差异比不同BMI组之间的差异更明显。男性和女性在躯干和下肢皮肤温度以及鼓室温度上存在显著差异。在热偏好和设备使用行为方面存在实质性的个体差异。一般来说,参与者的设备使用行为与他们的热感觉一致,并与5分钟前记录的平均皮肤温度相关。我们训练了长短期记忆(LSTM)模型来预测个人设备的使用情况,并发现当输入变量包括头部和手腕皮肤温度以及设备速度时,它能够有效地建模个人设备的使用情况,达到90%的准确性。
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来源期刊
Building and Environment
Building and Environment 工程技术-工程:环境
CiteScore
12.50
自引率
23.00%
发文量
1130
审稿时长
27 days
期刊介绍: Building and Environment, an international journal, is dedicated to publishing original research papers, comprehensive review articles, editorials, and short communications in the fields of building science, urban physics, and human interaction with the indoor and outdoor built environment. The journal emphasizes innovative technologies and knowledge verified through measurement and analysis. It covers environmental performance across various spatial scales, from cities and communities to buildings and systems, fostering collaborative, multi-disciplinary research with broader significance.
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