A multi-agent system approach in evaluating human spatio-temporal vulnerability to seismic risk using social attachment

05/02/2019
by   Julius Bañgate, et al.
0

Social attachment theory states that individuals seek the proximity of attachment figures (e.g. family members, friends, colleagues, familiar places or objects) when faced with threat. During disasters, this means that family members may seek each other before evacuating, gather personal property before heading to familiar exits and places, or follow groups/crowds, etc. This hard-wired human tendency should be considered in the assessment of risk and the creation of disaster management plans. Doing so may result in more realistic evacuation procedures and may minimise the number of casualties and injuries. In this context, a dynamic spatio-temporal analysis of seismic risk is presented using SOLACE, a multi-agent model of pedestrian behaviour based on social attachment theory implemented using the Belief-Desire-Intention approach. The model focuses on the influence of human, social, physical and temporal factors on successful evacuation. Human factors considered include perception and mobility defined by age. Social factors are defined by attachment bonds, social groups, population distribution, and cultural norms. Physical factors refer to the location of the epicentre of the earthquake, spatial distribution/layout and attributes of environmental objects such as buildings, roads, barriers (cars), placement of safe areas, evacuation routes, and the resulting debris/damage from the earthquake. Experiments tested the influence of time of the day, presence of disabled persons and earthquake intensity. Initial results show that factors that influence arrivals in safe areas include (a) human factors (age, disability, speed), (b) pre-evacuation behaviours, (c) perception distance (social attachment, time of day), (d) social interaction during evacuation, and (e) physical and spatial aspects, such as limitations imposed by debris (damage), and the distance to safe areas. To validate the results, scenarios will be designed with stakeholders, who will also take part in the definition of a serious game. The recommendation of this research is that both social and physical aspects should be considered when defining vulnerability in the analysis of risk.

READ FULL TEXT

page 4

page 5

page 8

research
09/06/2023

Agent-based simulation of pedestrians' earthquake evacuation; application to Beirut, Lebanon

Most seismic risk assessment methods focus on estimating the damages to ...
research
07/02/2018

Clustering with Temporal Constraints on Spatio-Temporal Data of Human Mobility

Extracting significant places or places of interest (POIs) using individ...
research
03/11/2020

A spatio-temporal model to understand forest fires causality in Europe

Forest fires are the outcome of a complex interaction between environmen...
research
03/25/2021

Towards a Personalisation Framework for Cyber-Physical-Social System (CPSS)

A Cyber-Physical-Social System (CPSS) is an emerging paradigm often unde...
research
04/19/2019

Apps, Places and People: strategies, limitations and trade-offs in the physical and digital worlds

Cognition has been found to constrain several aspects of human behaviour...
research
11/15/2018

Cybercrime and You: How Criminals Attack and the Human Factors That They Seek to Exploit

Cybercrime is a significant challenge to society, but it can be particul...
research
06/05/2020

Leadership emergence in walking groups

Understanding the mechanisms underlying the emergence of leadership in m...

Please sign up or login with your details

Forgot password? Click here to reset