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Numerical and Analytical Solutions of Volterra’s Population Model Malee Alexander Gabriela Rodriguez
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Overview Volterra’s equation models population growth of a species in a closed system We will present two ways of solving this equation: ◦ Numerically: as a coupled system of two first- order initial value problems ◦ Analytically: phase plane analysis
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Volterra’s Model a > 0 is the birth rate coefficient b > 0 is the crowding coefficient c > 0 is the toxicity coefficient
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Nondimensionalization For u(0)=u 0 where k=c/ab Variables are dimensionless Fewer parameters
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Numerical Solution Solve it in the form of a coupled system of differential equations Substitute:
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Simplify: Differentiate with respect to t to obtain a pure ordinary differential equation: Substitute: and to get:
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Coupled Initial Value System Substitute: and and therefore: So we have the coupled system:
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Solving using Runge-Kutta The Runge-Kutta method considers a weighted average of slopes in order to solve the equation More accurate than Euler’s method Need 4 slopes given by a function f( t, y) that defines the differential equation Slopes denoted: Also need several intermediate variables
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Runge-Kutta Process First slope: Second slope: need to go halfway along t- axis to to produce a point where then use the function to determine second slope:
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Follow same steps again but with new slope to obtain third slope: So, go from to the line along a line of slope to obtain a new number So the third slope is:
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To obtain the fourth slope, use to produce a point on the line so we get the point To obtain the fourth slope:
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Take the average of the four slopes. Slopes that come from the points with must be counted twice as heavily as the others:
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Runge-Kutta Solution Therefore, our general solution is:
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Solution to coupled system of Volterra Model:
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Phase Plane Analysis Phase lines of similar to first order differential equations. Phase planes ◦ Have points for each ordered pair of the population for each dependent variable ◦ Are not explicitly shown at a specific time. ◦ A solution taken as t evolves. Plot many solutions in a phase plane simultaneously = phase portrait
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Phase Plane Analysis x(0)= u(0)= System: Define in the original problem…
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…to produce the following system Our equation: y (0) =0 u(0)=
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Phase portrait of with
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Methods
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Conclusion Nondimensionalization of our solution numerically solve and analyze the Volterra model. 1)solved numerically the equation in a first-order coupled system, 2)applied phase plane analysis 3)Obtain results: *The population approaches zero for any values of the parameters: birth rate, competition coefficient, and toxicity coefficient*
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Bibliography R. L. Burden and J.D. Faires, Numerical Analysis, 5th ed., Prindle, Weber & Schmidt, Boston, MA, 1993. Thomson Brooks/Cole, Belmont, CA, 2006. http://findarticles.com/p/articles/mi_7109/is_/ ai_n28552371 http://findarticles.com/p/articles/mi_7109/is_/ ai_n28552371 TeBeest, Kevin. Numerical and Analytical Solutions of Volterra’s Population Model. Siam Review, Vol. 39, No. 3. (Sept 1997). Pp. 484- 493.
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