ecological modelling 212 ( 2 0 0 8 ) 16–27
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Global sensitivity analysis of a trophodynamic
model of the Gulf of Trieste
Gianpiero Cossarini
*
, Cosimo Solidoro
Istituto Nazionale di Oceanografia e di Geofisica Sperimentale, Borgo Grotta Gigante 42/c, 34010 Sgonico, TS, Italy
article info
Article history:
Published on line 28 November 2007
Keywords:
Trophodynamic model
Classic food chain
Microbial food web
Global sensitivity analysis
abstract
A global sensitivity analysis is performed on a trophodynamic model of the Gulf of Trieste
by using the Morris’ method. This screening method allows to highlight the most important
processes in the system and to single out and rank the most relevant parameters of the
model. The analysis is applied to a trophodynamic model specifically developed for the Gulf
of Trieste, the northernmost part of the Adriatic Sea.
In agreement with the specific ecological literature on the area of interest, the model
considers two groups of phytoplankton (diatoms and nano-pico phytoplankton) and two
groups of zooplankton (meso and microzooplankton). Heterotrophic bacteria are explicitly
included in the model in order to simulate their role in DOC degradation and in phosphorus
cycle, that is considered the limiting nutrient in the area of interest. The nutrient and carbon
content in particulate organic matter and dissolved organic matter is also included in order
to realistically reproduce the uncoupling of the nutrient and carbon cycles in the marine
ecosystem. Model results reproduce fairly well the observed alternation of classical food
chain and microbial food web as a result of the nutrient availability and the climatological
factors used to force the system.
The results of the global sensitivity analysis indicates that the most relevant parameters
are those related to the growth formulations of the two phytoplankton groups, the total
phosphorus in the system, the decay rate of particulate organic phosphorus and the mor-
tality rate of bacteria. The analysis outlines that in spring and summer different processes
within the two trophic pathways are dominant, and that while primary producers are mainly
bottom–up controlled, bacteria experience both top–down and bottom–up controls.
© 2007 Elsevier B.V. All rights reserved.
1. Introduction
Trophodynamic and biogeochemical models have been exten-
sively used in marine science to investigate the functioning
of marine ecosystems, as a management tool for predicting
eutrophication and its effects in coastal areas, and to predict
the response of biological communities to climatic changes
(Kremer and Nixon, 1978; Mann and Lazier, 1996; Arhonditsis
and Brett, 2004). However, uncertainty and sensitivity anal-
∗
Corresponding author. Tel.: +39 040 2140376; fax: +39 040 2140266.
E-mail address: gcossarini@ogs.trieste.it (G. Cossarini).
ysis – though recognized as fundamental and critical steps
in building a mathematical model (Beck, 1987; de Young et
al., 2004) – are still somehow neglected in model develop-
ment (Arhonditsis and Brett, 2004). Sensitivity analysis (SA)
should be performed before model calibration and validation
(Beck, 1983), since it enables one to identify which parameters
– among the ones of a model – can be efficiently constrained
by experimental information (Solidoro et al., 2003). However,
SA can also contribute in understanding the machinery of
0304-3800/$ – see front matter © 2007 Elsevier B.V. All rights reserved.
doi:10.1016/j.ecolmodel.2007.10.009