Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications

With the rapid expansion of urban underground spaces, safety concerns related to ascending evacuation have become increasingly critical, particularly for children, who are more susceptible to fatigue than adults. However, most existing research focuses on adults and overlooks the unique needs of chi...

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Main Authors: Ming Liu, Hu Zhang, Xin Guo, Yongbo Feng, Xiaochen Zhao, Changzheng Xuan, Xiaohu Jia
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Buildings
Subjects:
Online Access:https://www.mdpi.com/2075-5309/15/12/2017
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author Ming Liu
Hu Zhang
Xin Guo
Yongbo Feng
Xiaochen Zhao
Changzheng Xuan
Xiaohu Jia
author_facet Ming Liu
Hu Zhang
Xin Guo
Yongbo Feng
Xiaochen Zhao
Changzheng Xuan
Xiaohu Jia
author_sort Ming Liu
collection DOAJ
description With the rapid expansion of urban underground spaces, safety concerns related to ascending evacuation have become increasingly critical, particularly for children, who are more susceptible to fatigue than adults. However, most existing research focuses on adults and overlooks the unique needs of children. This study investigated two key fatigue-related factors, evacuation height and body mass index (BMI), to construct a predictive model of children’s fatigue levels and proposed a non-invasive, code-compliant assistive solution integrated into underground fire escape stairways. Data were collected from 41 child participants during an ascending evacuation under simulated emergency conditions using real-time heart rate monitoring and video analysis. Statistical correlation and regression modeling revealed a significant positive correlation between evacuation height and heart rate (<i>p</i> < 0.01). Female participants exhibited higher mean heart rates and greater variability, with a strong positive correlation between BMI and heart rate observed in females (<i>p</i> < 0.01). Regression analysis showed that heart rate increased with BMI but plateaued in the obese group. These findings demonstrate that evacuation height and BMI significantly influence children’s fatigue levels. Based on these physiological insights, this study proposes a non-invasive architectural intervention to enhance children’s evacuation performance, offering practical guidance for the design of intelligent evacuation systems. Furthermore, it provides theoretical support for child-centered assistive design and safety improvement within the boundaries of current fire protection codes.
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spelling doaj-art-966bcd0e372e4d2faceefa25e701b1382025-08-20T03:27:21ZengMDPI AGBuildings2075-53092025-06-011512201710.3390/buildings15122017Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive ImplicationsMing Liu0Hu Zhang1Xin Guo2Yongbo Feng3Xiaochen Zhao4Changzheng Xuan5Xiaohu Jia6School of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaSchool of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaSchool of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaSchool of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaSchool of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 100044, ChinaSchool of Architecture, Inner Mongolia University of Technology, Hohhot 010051, ChinaWith the rapid expansion of urban underground spaces, safety concerns related to ascending evacuation have become increasingly critical, particularly for children, who are more susceptible to fatigue than adults. However, most existing research focuses on adults and overlooks the unique needs of children. This study investigated two key fatigue-related factors, evacuation height and body mass index (BMI), to construct a predictive model of children’s fatigue levels and proposed a non-invasive, code-compliant assistive solution integrated into underground fire escape stairways. Data were collected from 41 child participants during an ascending evacuation under simulated emergency conditions using real-time heart rate monitoring and video analysis. Statistical correlation and regression modeling revealed a significant positive correlation between evacuation height and heart rate (<i>p</i> < 0.01). Female participants exhibited higher mean heart rates and greater variability, with a strong positive correlation between BMI and heart rate observed in females (<i>p</i> < 0.01). Regression analysis showed that heart rate increased with BMI but plateaued in the obese group. These findings demonstrate that evacuation height and BMI significantly influence children’s fatigue levels. Based on these physiological insights, this study proposes a non-invasive architectural intervention to enhance children’s evacuation performance, offering practical guidance for the design of intelligent evacuation systems. Furthermore, it provides theoretical support for child-centered assistive design and safety improvement within the boundaries of current fire protection codes.https://www.mdpi.com/2075-5309/15/12/2017childrenunderground space evacuationBMIevacuation fatiguemathematical prediction model
spellingShingle Ming Liu
Hu Zhang
Xin Guo
Yongbo Feng
Xiaochen Zhao
Changzheng Xuan
Xiaohu Jia
Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
Buildings
children
underground space evacuation
BMI
evacuation fatigue
mathematical prediction model
title Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
title_full Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
title_fullStr Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
title_full_unstemmed Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
title_short Impact of Underground Space Height and BMI on Children’s Fatigue During Ascending Evacuation: An Experimental Study and Intelligent Assistive Implications
title_sort impact of underground space height and bmi on children s fatigue during ascending evacuation an experimental study and intelligent assistive implications
topic children
underground space evacuation
BMI
evacuation fatigue
mathematical prediction model
url https://www.mdpi.com/2075-5309/15/12/2017
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