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13th International Conference on Membrane Computing - MTA Sztaki

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<str<strong>on</strong>g>13th</str<strong>on</strong>g> <str<strong>on</strong>g>Internati<strong>on</strong>al</str<strong>on</strong>g> <str<strong>on</strong>g>C<strong>on</strong>ference</str<strong>on</strong>g> <strong>on</strong> <strong>Membrane</strong> <strong>Computing</strong>, CMC13,<br />

Budapest, Hungary, August 28 - 31, 2012. Proceedings, pages 385 - 405.<br />

Modelling Ecological Systems with the<br />

Calculus of Wrapped Compartments ⋆<br />

Pablo Ramón 1 and Angelo Troina 2<br />

1 Instituto de Ecología, Universidad Tecnica Particular de Loja, Ecuador<br />

2 Dipartimento di Informatica, Università di Torino, Italy<br />

Abstract. The Calculus of Wrapped Compartments is a framework<br />

based <strong>on</strong> stochastic multiset rewriting in a compartmentalised setting<br />

originally developed for the modelling and analysis of biological interacti<strong>on</strong>s.<br />

In this paper, we propose to use this calculus for the descripti<strong>on</strong><br />

of ecological systems and we provide the modelling guidelines to encode<br />

within the calculus some of the main interacti<strong>on</strong>s leading ecosystems<br />

evoluti<strong>on</strong>. As a case study, we model the distributi<strong>on</strong> of height of Crot<strong>on</strong><br />

wagneri, a shrub c<strong>on</strong>stituting the endemic predominant species of the<br />

dry ecosystem in southern Ecuador. In particular, we c<strong>on</strong>sider the plant<br />

at different altitude gradients (i.e. at different temperature c<strong>on</strong>diti<strong>on</strong>s),<br />

to study how it adapts under the effects of global climate change.<br />

Keywords: Calculus of Wrapped Compartments, Stochastic Simulati<strong>on</strong>s,<br />

Computati<strong>on</strong>al Ecology<br />

1 Introducti<strong>on</strong><br />

Answers to ecological questi<strong>on</strong>s could rarely be formulated as general laws: ecologists<br />

deal with in situ methods and experiments which cannot be c<strong>on</strong>trolled in<br />

a precise way since the phenomena observed operate <strong>on</strong> much larger scales (in<br />

time and space) than man can effectively study. Actually, to carry <strong>on</strong> ecological<br />

analyses, there is the need of a “macroscope”!<br />

Theoretical and Computati<strong>on</strong>al Ecology, the scientific disciplines devoted to<br />

the study of ecological systems using theoretical methodologies together with<br />

empirical data, could be c<strong>on</strong>sidered as a fundamental comp<strong>on</strong>ent of such a<br />

macroscope. Within these disciplines, quantitative analysis, c<strong>on</strong>ceptual descripti<strong>on</strong><br />

techniques, mathematical models, and computati<strong>on</strong>al simulati<strong>on</strong>s are used<br />

to understand the fundamental biological c<strong>on</strong>diti<strong>on</strong>s and processes that affect<br />

populati<strong>on</strong>s dynamics (given the underlying assumpti<strong>on</strong> that phenomena observable<br />

across species and ecological envir<strong>on</strong>ments are generated by comm<strong>on</strong>,<br />

mechanistic processes) [39].<br />

Ecological models can be deterministic or stochastic [18]. Given an initial<br />

system, deterministic simulati<strong>on</strong>s always evolve in the same way, producing a<br />

⋆ This work has been partially sp<strong>on</strong>sored by the BioBITs Project (C<strong>on</strong>verging Technologies 2007,<br />

area: Biotechnology-ICT), Regi<strong>on</strong>e Piem<strong>on</strong>te. Angelo Troina is visiting the Instituto de Ecología<br />

at UTPL (Loja, Ecuador) within the Prometeo program founded by SENESCYT.<br />

385

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