Research of crowd evacuation simulation based on the machine learning

B Liu, Y Han, H Zhang, X Qin - Journal of Computational and …, 2017 - ingentaconnect.com
A majority of existing evacuation models overlooked the pedestrian's social relationship and
their learning ability. In this paper, we made two improvements base on the social force …

State-of-the-art pedestrian and evacuation dynamics

H Dong, M Zhou, Q Wang, X Yang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
This paper provides a critical review on the state-of-the-art pedestrian and evacuation
dynamics so as to comprehensively comprehend the motion behaviors of pedestrians from …

Simulating crowd evacuation in a social force model with iterative extended state observer

J Wei, W Fan, Z Li, Y Guo, Y Fang… - Journal of advanced …, 2020 - Wiley Online Library
Due to the interaction and external interference, the crowds will constantly and dynamically
adjust their evacuation path in the evacuation process to achieve the purpose of rapid …

[HTML][HTML] Evacuation time estimation model in large buildings based on individual characteristics and real-time congestion situation of evacuation exit

Q Deng, B Zhang, Z Zhou, H Deng, L Zhou, Z Zhou… - Fire, 2022 - mdpi.com
Fire is one of the most common and harmful disasters in real life. In 2021, firefighting teams
in China reported 748,000 fires, resulting in 1987 deaths, 2225 injuries and CNY 6.75 billion …

Experimental study on the impact of a stationary pedestrian obstacle at the exit on evacuation

Y Hu, Y Bi, X Ren, S Huang, W Gao - Physica A: Statistical Mechanics and …, 2023 - Elsevier
Academic studies have shown that obstacles at the exit can improve evacuation efficiency,
managers are skeptical of this strategy due to the effort and complexity required to …

Modeling pedestrian flow accounting for collision avoidance during evacuation

L Chen, TQ Tang, HJ Huang, JJ Wu, Z Song - … Modelling Practice and …, 2018 - Elsevier
Collision avoidance behavior has become an open challenging problem since it is one of
critical factors that influence the pedestrian flow dynamics. In this paper, a cellular …

Simulating multi‐exit evacuation using deep reinforcement learning

D Xu, X Huang, J Mango, X Li, Z Li - Transactions in GIS, 2021 - Wiley Online Library
Conventional simulations on multi‐exit indoor evacuation focus primarily on how to
determine a reasonable exit based on numerous factors in a changing environment. Results …

A simulation model for pedestrian crowd evacuation based on various AI techniques

DA Muhammed, SAM Saeed, TA Rashid - arXiv preprint arXiv:1912.01629, 2019 - arxiv.org
This paper attempts to design an intelligent simulation model for pedestrian crowd
evacuation. For this purpose, the cellular automata (CA) was fully integrated with fuzzy logic …

Simulation of Crowd Evacuation in Subway Stations Under Flood Disasters

S Cao, M Wang, G Zeng, X Li - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
In recent years, floods have caused significant casualties and property damage worldwide.
To investigate the evacuation dynamics of pedestrian in subway stations under flood …

Simulation study on pedestrian evacuation optimization in a multi-exit building

Y Fu, W Shi, Y Zeng, H Zhang, X Liu… - Journal of Physics …, 2021 - iopscience.iop.org
Two multi-exit selection models based on social force model are presented to simulate
pedestrian evacuation, and the model coefficients are optimized by considering the effect of …