A review of cellular automata models for crowd evacuation

Y Li, M Chen, Z Dou, X Zheng, Y Cheng… - Physica A: Statistical …, 2019 - Elsevier
With the increasing of risk potential in crowded places, evacuation management becomes
practically important to ensure the safety of crowds. The studies of crowd evacuation in …

Human behavioral crowds review, critical analysis and research perspectives

N Bellomo, J Liao, A Quaini, L Russo… - … Models and Methods in …, 2023 - World Scientific
This paper presents a survey and critical analysis of the mathematical literature on modeling
and simulation of human crowds taking into account behavioral dynamics. The main focus is …

ro-PINN: A reduced order physics-informed neural network for solving the macroscopic model of pedestrian flows

R Pan, F **ao, M Shen - Transportation Research Part C: Emerging …, 2024 - Elsevier
Given the importance of pedestrian flow simulation in reproducing pedestrian flows and
optimizing pedestrian facilities, it is crucial to accurately simulate macroscopic pedestrian …

Data-driven crowd evacuation: A reinforcement learning method

Z Yao, G Zhang, D Lu, H Liu - Neurocomputing, 2019 - Elsevier
Traditional methods of crowd evacuation simulation mainly focus on improving crowd
evacuation efficiency while many assumptions reduce the visual realism of crowd …

Human behavior modeling for simulating evacuation of buildings during emergencies

C Şahin, J Rokne, R Alhajj - Physica A: Statistical Mechanics and its …, 2019 - Elsevier
Every year, a considerably large number of disasters occur as a result of natural events or
human faults. In order to decrease the damage and casualties associated with each …

Vadere: An open-source simulation framework to promote interdisciplinary understanding

B Kleinmeier, B Zönnchen, M Gödel… - arxiv preprint arxiv …, 2019 - arxiv.org
Pedestrian dynamics is an interdisciplinary field of research. Psychologists, sociologists,
traffic engineers, physicists, mathematicians and computer scientists all strive to understand …

Advances and trends in visual crowd analysis: A systematic survey and evaluation of crowd modelling techniques

MS Zitouni, H Bhaskar, J Dias, ME Al-Mualla - Neurocomputing, 2016 - Elsevier
Visual recognition of crowd dynamics has had a huge impact on several applications
including surveillance, situation awareness, homeland security and intelligent environments …

Learning crowd behavior from real data: A residual network method for crowd simulation

Z Yao, G Zhang, D Lu, H Liu - Neurocomputing, 2020 - Elsevier
Traditional methods of crowd evacuation simulation reduce the visual realism of crowd
motion modeling due to hypothetical scenarios and rules. Data-driven methods are an …

Research issues in agent-based simulation for pedestrians evacuation

N Siyam, O Alqaryouti, S Abdallah - Ieee Access, 2019 - ieeexplore.ieee.org
Crowd evacuation in emergencies may lead to fatalities if the evacuation plans were not
tested and evaluated. Traditionally, evacuation drills have been, and still are, being used to …

Calibrating floor field cellular automaton models for pedestrian dynamics by using likelihood function optimization

R Lovreglio, E Ronchi, D Nilsson - Physica A: Statistical Mechanics and its …, 2015 - Elsevier
The formulation of pedestrian floor field cellular automaton models is generally based on
hypothetical assumptions to represent reality. This paper proposes a novel methodology to …