Asian Carp Ecological Modeling
Transcript of Asian Carp Ecological Modeling
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7/27/2019 Asian Carp Ecological Modeling
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Projected Harvest Levels for Controlling Asian Carp Populations in the Illinois River
Bio 325: Ecological Modeling and Conservation Strategies
Chris Ives, Rick Sykes, Will Travis, & Shawn Swaney
Background:Over the past several decades, invasive Asian carp populations
have been increasing at harmful rates in the United States.
Originally imported as a method of controlling aquatic plant and
phytoplankton, their high fecundity rates and lack of natural
predators resulted in a dramatic population increase. The species
of major concern are the s ilver carp (Hypophthalmichthys molitrix)
and the bighead carp (Hypophthalmichthys nobilis), both of which
feed on phytoplankton in rivers and lakes. As the carp consume
phytoplankton, they consequently disrupt the basis of the food
web, making Asian carp a direct threat to native species and
commercial businesses that rely on the environment. Harvesting is
a currently proposed method of population regulation.
Objective:The current model evaluates the necessary methods required to
regulate the Asian carp population in the Illinois River so they do
not reach the Great Lakes, which would result in a total collapse of
Great Lakes fisheries and connecting waterways. We examine the
harvesting proportions needed to manage the Asian carp
populations and eventually result in their local extinction in the
Illinois River.
Methods:A model was developed using Vensim programming to simulate
natural conditions for population growth of Asian carp in the
Illinois River. The model (see Fig. 1) was designed in a stage-based
fashion to observe the natural effects and mortalities of carp
during development. The analysis of the model proceeded as
follows:
1) A deterministic model was run looking at different growth rates
at a given harvest proportion. This allows for an examination of
an ideal harvest proportion of the population to drive the
species out of the area. All survivorship and mortality data were
collected from external biological references.
2) The model was run incorporating environmental stochasticity.
Asian carp require specific river conditions in order to lay eggs
and have the eggs survive to the first stage of juvenile
livelihood. Data were taken from the USGS database to
determine the percentage of days during the breeding months
that meet the minimal requirements for reproduction. From
these data, we included water velocity, water temperature for
laying eggs and water temperature for egg survival to juvenile.
Following model analysis and data collection, all results were
compiled in order to determine optimal harvest levels for Asian
Carp.
Results/Discussion:A) Figure A illustrates the difference between running the
model with stochasticity and without stochasticity(deterministic). In the deterministic run, all populations continue
to grow until 55% of carp are harvested. As expected, when
harvest levels are increased, the carp populations are driven
toward extinction. On the other hand, the stochastic run yielded
a more rapid population decline toward extinction. Model
simulations were conducted at harvest proportions of 30%, 60%
and 90%. The data displayed are average values of extinction
years through 100 independent simulations.
B) Figure B compares the breakdown of 100 stochastic
simulations at harvest proportions of 30%, 60% and 90%
respectively. At 30% harvest the majority of populations go
extinct within 75 years. Yet, there were simulations that still
yielded a population of carp after 100 years. However, at 60%
harvest all populations were extinct by 30 years and most before20 years. Finally, at 90% harvest all populations were extinct by
10 years.
Conclusions:Based upon the collected data, it can be concluded that optimal
harvest levels reside around 60%. At this rate, all populations are
guaranteed to be extinct within 30 years. A correlation exists
between harvest proportion and time to extinction. Thus, harvest
levels can be varied according to the needs of the environment
being evaluated.
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0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 0.55 0.6 0.65 0.7 0.75 0.8 0.85 0.9 0.95 1
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Proportions for Deterministic and Stochastic Models
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Harvest Proportion = 0.3
Harvest Proportion = 0.6
Harvest Proportion = 0.9
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References:For more information on the Asian carp problem in the IllinoisRiver, visit www.asiancarp.us
Fig. 1