Understanding mechanisms that control fish spawning and larval recruitment: Parameter optimization of an Eulerian model (SEAPODYM-SP) with Peruvian anchovy and sardine eggs and larvae data
Authored by Vincent Echevin, Olga Hernandez, Patrick Lehodey, Irina Senina, Patricia Ayon, Arnaud Bertrand, Philippe Gaspar
Date Published: 2014
DOI: 10.1016/j.pocean.2014.03.001
Sponsors:
French National Research Agency (ANR)
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
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Abstract
The Spatial Ecosystem And Populations Dynamics Model ``SEAPODYM{''}, based on a system of Eulerian equations and initially developed for
large pelagic fish (e.g., tuna), was modified to describe spawning
habitat and eggs and larvae dynamics of small pelagic fish. The spawning
habitat is critical since it controls the initial recruitment of larvae
and the subsequent spatio-temporal variability of natural mortality
during their drift with currents. A robust statistical approach based on
Maximum Likelihood Estimation is presented to optimize the model
parameters defining the spawning habitat and the eggs and larvae
dynamics. To improve parameterization, eggs and larvae density
observations are assimilated in the model. The model and its associated
optimization approach allow investigating the significance of the
mechanisms proposed to control fish spawning habitat and larval
recruitment: temperature, prey abundance, trade-off between prey and
predators, and retention and dispersion processes. An application to the
Peruvian anchovy (Engraulis ringens) and sardine (Sardinops sagax)
illustrates the ability of the model to simulate the main features of
spatial dynamics of these two species in the Humboldt Current System.
For both species, in climatological conditions, the main observed
spatial patterns are well reproduced and are explained by the impact of
prey and predator abundance and by physical retention with currents, while temperature has a lower impact. In agreement with observations, sardine larvae are mainly predicted in the northern part of the Peruvian
shelf (5-10 degrees S), while anchovy larvae extend further south.
Deoxygenation, which can potentially limit the accessibility of adult
fish to spawning areas, does not appear to have an impact in our model
setting. Conversely, the observed seasonality in spawning activity, especially the spawning rest period in austral autumn, is not well
simulated. It is proposed that this seasonal cycle is more likely driven
by the spatio-temporal dynamics of adult fish constituting the spawning
biomass and not yet included in the model. (C) 2014 Elsevier Ltd. All
rights reserved.
Tags
Individual-based model
climate variability
Simulation-model
Population-dynamics
North-sea
Distribution patterns
Humboldt current system
Phytoplankton-zooplankton model
Engraulis-ringens
Skipjack tuna