ICIT 2017 The 8
th
International Conference on Information Technology
doi:10.15849/icit.2017.0000 © ICIT 2017 (http://icit.zuj.edu.jo/ICIT17)
A simulation model for Crowd Evacuation of Fire
Emergency Scenario
Noor Akma Abu Bakar, Khalid Adam and Mazlina Abdul Majid
Faculty of Computer System & Software Engineering
Universiti Malaysia Pahang
noorakma_ab@yahoo.com, Khalidwsn15@gmail.com, mazlina@ump.edu.my
Mario Allegra
National Research Council of Italy,
Institute for Educational Technologies(CNR-ITD),
Via Ugo Malfa 153, 90146 Palermo, Italy
mario.allegra@itd.cnr.it
Abstract— Human safety is an important issue when handling the crowd evacuation in order to avoid death and injuries. Human
behavior changes from normal to panic behavior when they are in an emergency scenario such as building on fire. Modelling panic
behavior on evacuee is a critical challenge as the human movement is unpredictable. Simulation (example: Discrete Event Simulation
and Agent-Based Simulation) is a well-known method to investigate crowd evacuation. But the question here is: Which simulation
method is suitable to model a realistic representation of crowd evacuation? Thus, in this paper, a simulation model based on Agent-
Based Simulation (ABS) and Social Force Simulation (SFS) Model is proposed to improve on modelling fire evacuation in a closed space
(building). To achieve the above research aim, three simulation models (ABS Model, SFS Model and a hybrid of ABS and SFS model)
will be developed and compared. This paper will discuss on the development of conceptual model of these three simulation models.
Later, the conceptual models will be used to represent the investigated simulation models
Keywords—crowd evacuation; simulation model; social force model; agent-based model; hybrid model; simulation optimization; conceptual
model
I. INTRODUCTION
The research of simulation model has been widely
conducted in entertainment, crowd planning and
management, traffic flow, architectural design and other
similar applications for several decades ago [1-4]. From the
literature review, many parties like industries, researchers
and academicians studied about the human behavior. [5].
Normally, a simulation model is look like the real system of
the phenomenon or scenario[6]. It is usually with the basic
rules and general principles. A simulation model is an
instrument to represent the real system. It is also as a support
tool for prediction and decision making [7].
Moreover the simulation model use for examining the
space and flow of traffic during both normal and emergency
crowd circumstances [5]. These simulation models can
acquire the more understanding in a present framework
through the testing situation based on the particular
simulation tools. The challenge in this topic is the difficulty
of modeling the crowd evacuation due to diversity of human
behavior[8]. In addition, to modeling the human behavior as
realistic as possible is crucial for a good design [9]. Other
than that, the non-linear human interactions in panic
scenario are under extreme conditions[10]. The crowd
condition getting rise because of the capturing the
collective, emergence and randomize individual behavior
[11].
The goal of this work is to have an improved and
effective simulation model which is mimicking the panic
scenario as real life case study[12]. Despite the aim of this
research is divided into two elements as follows. A hybrid
technique is combinatorial of two or more techniques which
provide a greater advantage and to carry out the improved
simulation model for crowd evacuation [13] [14] [15]. The
second goal is to focus on the safety element which is to
minimize the human exposure risk as an important
component of the crowd evacuation [16].
The proposed model for simulating the crowd
evacuation is using Social Force Model (SFM), Agent-based
Simulation (ABS) and hybrid of SFM & ABS. These
models are capable to dealing with human behavior for
emergency scenario which is in building on fire [8, 17, 18].
On the other hand, the significance of the safety crowd
evacuation simulation model is for the accurate prediction of
any modification, plan and changes[19]. In order to have a
safety crowd evacuation, some elements should be
considered in this work. This may affecting the evacuation
plan for the emergency cases happen as stated by [20].
The main contribution in this paper is the theoretical
and conceptual model. Other than that, the work leads to