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Published byΠρίσκιλλα Τρύφαινα Πυλαρινός Modified over 6 years ago
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NONLINEAR SYSTEMS IN THREE DIMENSIONS
Courtney Hutton, Evan Lubin, Jake Chambers
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Lotka-Volterra system in three dimensions
OVERVIEW Lotka-Volterra system in three dimensions Solutions to the general model Nonlinear food chain model Solutions to the nonlinear model Conclusion
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Lotka-Volterra in three dimensions Solutions to the general model
OVERVIEW Lotka-Volterra in three dimensions Solutions to the general model Nonlinear food chain model Solutions to nonlinear model Conclusion Ultimately, we will show that the behavior of the nonlinear system was effectively predicted by the generalized linear system, with one exception. To reach equilibrium the linear system must reduce to a two-dimensional system of equations, however, the nonlinear example illustrates that the species can coexist at equilibrium in three dimensions without reduction to the xy-plane.
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General Equations in Three Dimensions
1 LOTKA-VOLTERRA MODEL General Equations in Three Dimensions
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LOTKA-VOLTERRA MODEL GENERAL LINEAR EQUATIONS
x is the lowest level prey, y is a mid level predator, z is the apex predator
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for the linear equation
GENERAL SOLUTION for the linear equation
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LOTKA-VOLTERRA MODEL EQUILIBRIUM SOLUTIONS
Everything is dead. Flattens to a two dimensional system Three cases associated with this solution, we will examine the first two RIP EVERYTHING
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LOTKA-VOLTERRA MODEL THE JACOBIAN MATRIX
x is the lowest level prey, y is a mid level predator, z is the apex predator
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LOTKA-VOLTERRA MODEL THE TRIVIAL SOLUTION
x is the lowest level prey, y is a mid level predator, z is the apex predator
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LOTKA-VOLTERRA MODEL THE INTERESTING SOLUTION
x is the lowest level prey, y is a mid level predator, z is the apex predator
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LOTKA-VOLTERRA MODEL IGNORING THE IMAGINARY ANIMALS...
Three possible cases: Stable curve Unstable curve Outside our scope
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LOTKA-VOLTERRA MODEL FIRST CASE Solution for initial condition
The growth rate of the prey population exceeds the effect of predation Basically, the top-level predator cannot support itself Solution for initial condition
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LOTKA-VOLTERRA MODEL FIRST CASE Solution for initial condition
All solutions spiral down towards the xy-plane Solution for initial condition
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LOTKA-VOLTERRA MODEL SECOND CASE Solution for initial condition
The predator population and the prey population tend towards infinity The population of the mid-level species fluctuates over time with increasing amplitude Solution for initial condition in both cases, what happens to the predator is determined by the parameters relating to species x and z (species y is irrelevant)
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Nonlinear Equations in Three Dimensions
2 THE FOOD CHAIN MODEL Nonlinear Equations in Three Dimensions
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FOOD CHAIN MODEL
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modeling a three species food chain
NONLINEAR SYSTEM modeling a three species food chain
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The system used to map this food chain model is:
...but how does this relate to the general system?
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FOOD CHAIN MODEL THIS YIELDS THE NONLINEAR SYSTEM
Recall the generalized system: Set the parameters as follows: THIS YIELDS THE NONLINEAR SYSTEM
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FOOD CHAIN MODEL EQUILIBRIUM SOLUTIONS
There are six total solutions: Two dimensional solutions: in the form of: (Trees, Moose, Wolves) Any scalar multiple of the following: (0,0,0) - All are dead (trivial solution) (1,0,0) - Only trees exist (0,1,0) - Only moose exist (0,0,1) - Only wolves exist (1,0,1) - Only trees and wolves exist Solutions where all species coexist: in the form of: (Trees, Moose, Wolves) Any scalar multiple of: (2 trees, 1 moose, 4 wolves)
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FOOD CHAIN MODEL THE JACOBIAN MATRIX
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FOOD CHAIN MODEL AT THE POINT OF INTEREST...
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FOOD CHAIN MODEL SOLVING THE CHARACTERISTIC POLYNOMIAL
One negative eigenvalue and two imaginary eigenvalues with imaginary real parts yields: A Stable Sink The intuition of this is such: so long as all three species are present and non-extinct, they will tend towards a harmonious coexistant equilibrium in the ratio of 2 trees to 1 moose to 4 wolves.
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FOOD CHAIN MODEL GRAPHS OF OUR SOLUTION OF INTEREST
As long as the initial point is positive for all X,Y, and Z, the populations will converge to (⅔, ⅓, 4/3) …. thus the graph backs up the algebra… it is a sink...
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3 CONCLUSION
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There are two solutions to the general equation:
CONCLUSION There are two solutions to the general equation: There are three cases for the second solution. In all cases, the population of the apex predator is unrelated to species y The nonlinear food chain model has six solutions, but only one allows all species to coexist Graphically, this solution is a stable sink
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3 REFERENCES
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REFERENCES Ultimately, we will show that the behavior of the nonlinear system was effectively predicted by the generalized linear system, with one exception. To reach equilibrium the linear system must reduce to a two-dimensional system of equations, however, the nonlinear example illustrates that the species can coexist at equilibrium in three dimensions without reduction to the xy-plane.
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