Document Type

Conference Proceeding

Publication Date

2007

Subjects

Software engineering -- Management, Computer programming -- Management

Abstract

The modeling of complex biological systems presents a significant challenge. Central to this challenge is striking a balance between the degree of abstraction required to facilitate analysis and understanding, and the degree of comprehensiveness required for fidelity of the model to its reference-system. It is likely necessary to utilize multiple modeling methods in order to achieve this balance. Our research created a hybrid simulation model by melding an agent-based model of acute local infection with a system dynamics model that reflects key systemic properties. The agent based model was originally developed to simulate global inflammation in response to injury or infection, and has been used to simulate clinical drug trials. The long term objective is to develop models than can be scaled up to represent organ and system level phenomena such as multiple organ failure associated with severe sepsis. The work described in this paper is an initial proof of concept of the ability to combine these two modeling methods into a hybrid model, the type of which will almost certainly be needed to accomplish the ultimate objective of comprehensive in silico research platforms.

Description

This is the author's version of the conference proceeding that that was published in SpringSim '07 Proceedings of the 2007 spring simulation multiconference and can be found online at: http://dl.acm.org/citation.cfm?id=1404686

The conference presentation and model can be found below in Additional Files

Persistent Identifier

http://archives.pdx.edu/ds/psu/17711

ADS07Pres.pdf (350 kB)
Presentation

ADS07.nlogo (61 kB)
Model

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