Team:Aberdeen Scotland/modeling/pde
From 2009.igem.org
University of Aberdeen - Pico Plumber
Contents |
Introduction
It was realised quite soon into the project that upon modelling the Inner Dynamics of the system, the individual modules could be collimated in to a single Partial Differential Equation – hereafter referred to as PDE – which would accurately describe the evolution of the system in space and time.
A PDE model was an excellent “next step” for our modelling effort – and although a physically meaningful model could not be generated; the following describes a concise modelling methodology which would merit implementation outside of iGEM – or indeed, in future iGEM competitions.
The Keller-Segel Chemotaxis system is a set of two coupled Nonlinear PDE’s; Parabolic except for a mixed Hyperbolic-Elliptic term in the cross-diffusive flux. The terms “Parabolic”, “Hyperbolic” and “Elliptic” refer to the number of boundary conditions the system must satisfy – the dependence on which defines (or “sets”) the behaviour of the system.
The Keller-Segel system was perfect for modelling our PicoPlumber modules, inasmuch as Quorum Sensing and Internal Dynamics could be effectively expressed in its formulation [1].
The following is an account of our researches into utilising these powerful Mathematical tools to describe our system.
One-Dimensional Diffusion Equation
As PDE’s are a challenging and actively-researched topic in Mathematics [4],[5]; our modelling effort began by solving a much simpler problem by way of introduction to the field.
The one-dimensional Heat Equation is the classic introduction to Partial Differential Equations. It was modelled by utilising an Implicit Finite Difference method of our own composition. This allowed us to attain an aptitude for the more difficult Keller-Segel system to come.
The Heat Equation and the Diffusion Equation of our chemo-attractant shared the same mathematical formulation – differing in fact, by the choice of the constant k – and so this introduction was still retained a Biological pertinence.
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