Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents
Effective emergency evacuation planning is crucial for minimizing the impact of disasters on individuals and communities. To improve the efficiency and safety of vertical emergency evacuations, such as those from high-rise buildings or offshore platforms, it is important to understand and model...
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2024
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my.iium.irep.1142992024-09-06T03:51:22Z http://irep.iium.edu.my/114299/ Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents Hadj Sahraoui, Sami Mohd Ibrahim, Azhar Saeed Baqalaql, Odai Al Mahmud, Suaib T Technology (General) Effective emergency evacuation planning is crucial for minimizing the impact of disasters on individuals and communities. To improve the efficiency and safety of vertical emergency evacuations, such as those from high-rise buildings or offshore platforms, it is important to understand and model the key behaviors that affect the vertical evacuation process. This research aims to use fuzzy logic and Unity to model and simulate human behaviors during vertical emergency evacuations. For the evacuation modeling two approaches such as with fuzzy logic and without fuzzy logic have been tested. The results show that the intelligent fuzzy agents have greater tendency to choose elevators as exits than stairs. It was also depicted that integration of fuzzy logic in agents augmented the evacuation performance by improving the evacuation time by 17.59%. IEEE Explore 2024-09-04 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/114299/7/114299_Modeling%20and%20simulation%20of%20human.pdf Hadj Sahraoui, Sami and Mohd Ibrahim, Azhar and Saeed Baqalaql, Odai and Al Mahmud, Suaib (2024) Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents. In: 2024 9th International Conference on Mechatronics Engineering (ICOM), 13-14 August 2024, Kulliyyah of Engineering, IIUM. https://ieeexplore.ieee.org/document/10652504 10.1109/ICOM61675.2024.10652504 |
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T Technology (General) Hadj Sahraoui, Sami Mohd Ibrahim, Azhar Saeed Baqalaql, Odai Al Mahmud, Suaib Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
description |
Effective emergency evacuation planning is
crucial for minimizing the impact of disasters on individuals and
communities. To improve the efficiency and safety of vertical
emergency evacuations, such as those from high-rise buildings
or offshore platforms, it is important to understand and model
the key behaviors that affect the vertical evacuation process.
This research aims to use fuzzy logic and Unity to model and
simulate human behaviors during vertical emergency
evacuations. For the evacuation modeling two approaches such
as with fuzzy logic and without fuzzy logic have been tested. The
results show that the intelligent fuzzy agents have greater
tendency to choose elevators as exits than stairs. It was also
depicted that integration of fuzzy logic in agents augmented the
evacuation performance by improving the evacuation time by
17.59%. |
format |
Proceeding Paper |
author |
Hadj Sahraoui, Sami Mohd Ibrahim, Azhar Saeed Baqalaql, Odai Al Mahmud, Suaib |
author_facet |
Hadj Sahraoui, Sami Mohd Ibrahim, Azhar Saeed Baqalaql, Odai Al Mahmud, Suaib |
author_sort |
Hadj Sahraoui, Sami |
title |
Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
title_short |
Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
title_full |
Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
title_fullStr |
Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
title_full_unstemmed |
Modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
title_sort |
modeling and simulation of human behaviors during vertical emergency evacuation via intelligent fuzzy agents |
publisher |
IEEE Explore |
publishDate |
2024 |
url |
http://irep.iium.edu.my/114299/7/114299_Modeling%20and%20simulation%20of%20human.pdf http://irep.iium.edu.my/114299/ https://ieeexplore.ieee.org/document/10652504 |
_version_ |
1811679626887430144 |
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13.211869 |