Predicting metapopulation responses of a tidal wetland annual to environmental stochasticity and water dispersal through an individual-based model
Authored by Michael Crawford, Stephen Davies, Alan Griffith
Date Published: 2015
DOI: 10.1016/j.ecolmodel.2015.08.019
Sponsors:
No sponsors listed
Platforms:
MASON
Model Documentation:
ODD
Flow charts
Model Code URLs:
https://github.com/mscrawford/jointvetch
Abstract
Freshwater tidal wetlands are a complex environment for annual plants.
Seedling establishment and survival may be limited by a variety of
factors, including competition with perennials and the twice-daily
inundation of seeds and seedlings. Hence such species are often endemic
and rare. Their observed population dynamics can be extraordinary, with
individuals reappearing in certain patches where they had been absent
for several seasons, and with total populations varying by orders of
magnitude between years. Many interacting influences are thought to be
at play here, including seed banks and water-based seed dispersal
(hydrochory). So far it is not known (1) to what degree environmental
stochasticity is likely to affect the population's survival in its
natural habitat, (2) what role hydrochory plays in propagating and
maintaining the species, and (3) how these two factors interact with one
another. We therefore took the annual Aeschynomene virginica (Sensitive
joint-vetch, SJV) as an example and developed an individual-based model
in a geographically precise replica of its Halts Creek, Virginia, habitat. The model represents SJV's life cycle and is calibrated to data
from a variety of empirical studies on the plant. Vital rates are partly
calibrated from aerial imagery providing estimates of the biomass of
specific patches. Simulated seeds enter the river network based on their
proximity to the water's edge, and then travel upstream and downstream
according to estimated flow rates, float times, and implantation
probabilities. Additionally, random seasonal environmental conditions
are imposed, depressing or inflating vital rates within prescribed
ranges. We found that as environmental stochasticity increased to more
than relatively modest levels, the long-term survival probability of the
species precipitously declined. Hydrochory, though it may have played an
important role in the past in allowing SJV to reach the regions in which
it now thrives, had little impact on the plant's long-term likelihood of
survival for our study population. Nevertheless, the model's performance
indicates the existence of additional key factors at play in SJV's
metapopulation dynamics that were not considered or quantified so far.
These may include the varying elevation of habitat patches and the
corresponding variability in submersion time, which should be taken into
account in future modeling of annuals in freshwater tidal wetlands. We
conclude that population models which include detailed representations
of the spatial and temporal heterogeneity of environmental drivers can
deliver important general insights even if they must be tied to specific
study sites. (C) 2015 Elsevier B.V. All rights reserved.
Tags
ecology
Seed dispersal
Populations
River
Plant
Establishment
Fresh-water
Aeschynomene-virginica
Rare
Hydrochory