G. GILIOLI, S. PASQUALI
Use of individual-based models for
population parameters estimation
Ecological
Modelling 200, 109-118 (2007).
A method for
parameters estimation of stage-specific mortality and
fecundity rate functions in poikilotherm organisms, and in particular
for
arthropod structured population, is proposed. The application of this
method
requires three type of information: stage-frequency data of a sampled
population, development rate function and time evolution of forcing
variables
affecting the rate functions. By means of an individual-based model (a
microscopic model) the number of eggs produced by the adults is
generated
starting from the number of individuals collected at each sampling
time. Using
a compartmental model (a macroscopic model) a stage-structured
population
dynamics is described and compared with observations. Nonlinear
regression
methods based on least square principle are used to estimate the
optimal
parameters of the mortality and fecundity rate functions combining
microscopic
and macroscopic models. As a case study, the parameter estimation of
the
temperature-dependent mortality function of olives fruit fly Bactrocera oleae is presented.