09.09.2014 Views

13th International Conference on Membrane Computing - MTA Sztaki

13th International Conference on Membrane Computing - MTA Sztaki

13th International Conference on Membrane Computing - MTA Sztaki

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

P. Ramón, A. Troina<br />

CWC Modelling 1 (Exp<strong>on</strong>ential Growth Model) We can encode within<br />

CWC the exp<strong>on</strong>ential growth model with rate r using a stochastic rewrite rule<br />

describing a reproducti<strong>on</strong> event for a single individual at the given rate. Namely,<br />

given a populati<strong>on</strong> of species a living in an envir<strong>on</strong>ment modelled by a compartment<br />

with label l, the following CWC rule encodes the exp<strong>on</strong>ential growth<br />

model:<br />

l : a ↦−→ r<br />

a a<br />

Counting the number of possible reactants, the growth rate of the overall populati<strong>on</strong><br />

is automatically obtained by the stochastic semantics underlying CWC.<br />

A metapopulati<strong>on</strong> 7 is a group of populati<strong>on</strong>s of the same species distributed in<br />

different patches 8 and interacting at some level. Thus, a metapopulati<strong>on</strong> c<strong>on</strong>sists<br />

of several distinct populati<strong>on</strong>s and areas of suitable habitat.<br />

Individual populati<strong>on</strong>s may tend to reach extincti<strong>on</strong> as a c<strong>on</strong>sequence of<br />

demographic stochasticity (fluctuati<strong>on</strong>s in populati<strong>on</strong> size due to random demographic<br />

events); the smaller the populati<strong>on</strong>, the more pr<strong>on</strong>e it is to extincti<strong>on</strong>. A<br />

metapopulati<strong>on</strong>, as a whole, is often more stable: immigrants from <strong>on</strong>e populati<strong>on</strong><br />

(experiencing, e.g., a populati<strong>on</strong> boom) are likely to re-col<strong>on</strong>ize the patches<br />

left open by the extincti<strong>on</strong> of other populati<strong>on</strong>s. Also, by the rescue effect, individuals<br />

of more dense populati<strong>on</strong>s may emigrate towards small populati<strong>on</strong>s,<br />

rescuing them from extincti<strong>on</strong>.<br />

Populati<strong>on</strong>s are affected by births and deaths, by immigrati<strong>on</strong>s and emigrati<strong>on</strong>s<br />

(BIDE model [23]). The number of individuals at time t + 1 is given<br />

by:<br />

N t+1 = N t + B + I − D − E<br />

where N t is the number of individuals at time t and, between time t and t + 1,<br />

B is the number of births, I is the number of immigrati<strong>on</strong>s, D is the number of<br />

deaths and E is the number of emigrati<strong>on</strong>s.<br />

CWC Modelling 2 (BIDE model) We can encode within CWC the BIDE<br />

model for a compartment of type l using stochastic rewrite rules describing the<br />

given events with their respective rates r, i, d, e:<br />

l : a<br />

r<br />

↦−→ a a<br />

⊤ : a (x ⌋ X) l<br />

d<br />

i<br />

↦−→ (x ⌋ a X) l<br />

(birth)<br />

(immigrati<strong>on</strong>)<br />

l : a ↦−→ • (death)<br />

⊤ : (x ⌋ a X) l e<br />

↦−→ a (x ⌋ X) l (emigrati<strong>on</strong>)<br />

Starting from a populati<strong>on</strong> of N t individuals at time t, the number N t+1 of individuals<br />

at time t + 1 is computed by successive simulati<strong>on</strong> steps of the stochastic<br />

algorithm. The race c<strong>on</strong>diti<strong>on</strong>s computed according to the propensities of the<br />

given rules assure that all of the BIDE events are correctly taken into account.<br />

7 The term metapopulati<strong>on</strong> was coined by Richard Levins in 1970. In Levins’ own<br />

words, it c<strong>on</strong>sists of “a populati<strong>on</strong> of populati<strong>on</strong>s” [34].<br />

8 A patch is a relatively homogeneous area differing from its surroundings.<br />

390

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!