Spread of an ant-dispersed annual herb: An individual-based simulation study on population development of Melampyrum pratense L.
Authored by Eckart Winkler, Thilo Heinken
Date Published: 2007
DOI: 10.1016/j.ecolmodel.2006.12.006
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Abstract
The paper presents a simulation and parameter-estimation approach for
evaluating stochastic patterns of population growth and spread of an
annual forest herb, Melampyrum pratense (Orobanchaceae). The survival of
a species during large-scale changes in land use and climate will
depend, to a considerable extent, on its dispersal and colonisation
abilities. Predictions on species migration need a combination of field
studies and modelling efforts. Our study on the ability of M. pratense
to disperse into so far unoccupied areas is based on experiments in
secondary woodland in NE Germany. Experiments started in 1997 at three
sites where the species was not yet present, with 300 seeds sown within
1m(2). Population development was then recorded until 2001 by mapping of
individuals with a resolution of 5 cm. Additional observations
considered density dependence of seed production. We designed a
spatially explicit individual-based computer simulation model to explain
the spatial patterns of population development and to predict future
population spread. Besides primary drop of seeds (barochory) it assumed
secondary seed transport by ants (myrmecochory) with an exponentially
decreasing dispersal tail. An important feature of population-pattern
explanation was the simultaneous estimation of both population-growth
and dispersal parameters from consistent spatio-temporal data sets. As
the simulation model produced stochastic time series and random
spatially discrete distributions of individuals we estimated parameters
by minimising the expectation of weighted sum of squares. These sums of
squares criteria considered population sizes, radial population
distributions around the area of origin and distributions of individuals
within squares of 25 cm x 25 cm, the range of density action. Optimal
parameter values, together with the precision of the estimates, were
obtained from calculating sum of squares in regular grids of parameter
values. Our modelling results showed that transport of fractions of
seeds by ants over distances of 1-2m was indispensable for explaining
the observed population spread that led to distances of at most 8 m from
population origin within 3 years. Projections of population development
over four additional years gave a diffusion-like increase of population
area without any ``outposts{''}. This prediction generated by the
simulation model gave a hypothesis which should be revised by additional
field observations. Some structural deviations between observations and
model output already indicated that for full understanding of population
spread the set of dispersal mechanisms assumed in the model may have to
be extended by additional features of plant-animal mutualism. (C) 2006
Elsevier B.V. All rights reserved.
Tags
Dynamics
Land-use
Long-distance dispersal
Invasions
Southern sweden
Plant migration rates
Seed-dispersal
Agricultural landscape
Myrmecochorous plant
Ancient