Crowd simulation for crisis management: the outcomes of the last decade

06/01/2020
by   George Sidiropoulos, et al.
0

The last few decades, crowd simulation for crisis management is highlighted as an important topic of interest for many scientific fields. As the continues evolution of computational resources increases, along with the capabilities of Artificial Intelligence, the demand for better and more realistic simulation has become more attractive and popular to scientists. Along those years, there have been published hundreds of research articles and have been created numerous different systems that aim to simulate crowd behaviors, crisis cases and emergency evacuation scenarios. For better outcomes, recent research has focused on the separation of the problem of crisis management, to multiple research sub-fields (categories), such as the navigation of the simulated pedestrians, their psychology, the group dynamics etc. There have been extended research works suggesting new methods and techniques for those categories of problems. In this paper, we propose three main research categories, each one consist of several sub-categories, relying on crowd simulation for crisis management aspects and we present the outcomes of the last decade, focusing mostly on works exploiting multi-agent technologies. We analyze a number of technologies, methodologies, techniques, tools and systems introduced throughout the last years. A comparative review and discussion of the proposed categories is presented towards the identification of the most efficient aspects of the proposed categories. A general framework, towards the future crowd simulation for crisis management is presented based on the most efficient to yield the most realistic outcomes of the last decades. The paper is concluded with some highlights and open questions for future directions.

READ FULL TEXT
research
09/08/2020

Metis: Multi-Agent Based Crisis Simulation System

With the advent of the computational technologies (Graphics Processing U...
research
10/13/2019

Deep Crowd-Flow Prediction in Built Environments

Predicting the behavior of crowds in complex environments is a key requi...
research
06/21/2019

Emergency Management Systems and Algorithms: a Comprehensive Survey

Owing to the increasing frequency and destruction of natural and manmade...
research
07/28/2021

Social groups in pedestrian crowds: Review of their influence on the dynamics and their modelling

Pedestrians are often encountered walking in the company of some social ...
research
09/14/2017

Towards a Crowd Analytic Framework For Crowd Management in Majid-al-Haram

The scared cities of Makkah Al Mukarramah and Madina Al Munawarah host m...
research
10/25/2019

Cellular automaton model with turning behavior in crowd evacuation

Effective evacuation policies in emergency situations are important to s...

Please sign up or login with your details

Forgot password? Click here to reset