Systems Dynamics or Agent-Based Modelling for Immune Simulation?

14 Pages Posted: 25 Aug 2016

See all articles by Grazziela Figueredo

Grazziela Figueredo

University of Nottingham - School of Computer Science

Uwe Aickelin

University of Melbourne - School of Computing and Information Systems

Peer-Olaf Siebers

The University of Nottingham - School of Computer Science

Date Written: January 1, 2011

Abstract

In immune system simulation there are two competing simulation approaches: System Dynamics Simulation (SDS) and Agent-Based Simulation (ABS). In the literature there is little guidance on how to choose the best approach for a specific immune problem. Our overall research aim is to develop a framework that helps researchers with this choice. In this paper we investigate if it is possible to easily convert simulation models between approaches. With no explicit guidelines available from the literature we develop and test our own set of guidelines for converting SDS models into ABS models in a non-spacial scenario. We also define guidelines to convert ABS into SDS considering a non-spatial and a spatial scenario. After running some experiments with the developed models we found that in all cases there are significant differences between the results produced by the different simulation methods.

Suggested Citation

Figueredo, Grazziela and Aickelin, Uwe and Siebers, Peer-Olaf, Systems Dynamics or Agent-Based Modelling for Immune Simulation? (January 1, 2011). Available at SSRN: https://ssrn.com/abstract=2829280 or http://dx.doi.org/10.2139/ssrn.2829280

Grazziela Figueredo

University of Nottingham - School of Computer Science ( email )

Jubilee Campus
Wollaton Road
Nottingham, NG8 1BB
United Kingdom

Uwe Aickelin (Contact Author)

University of Melbourne - School of Computing and Information Systems ( email )

Australia

Peer-Olaf Siebers

The University of Nottingham - School of Computer Science ( email )

Jubilee Campus
Wollaton Road
Nottingham, NG8 1BB
United Kingdom

HOME PAGE: http://www.cs.nott.ac.uk/~pos/

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