A 4-species Food Chain
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Transcript of A 4-species Food Chain
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A 4-species Food Chain
Joe Previte-- Penn State Erie
Joe Paullet-- Penn State ErieSonju Harris & John Ranola (REU students)
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R.E.U.?
Research Experience for UndergraduatesUsually a summer 100’s of them in science (ours is in math
biology)All expenses paid plus stipend !CompetitiveGood for resume (2 students get a pub.!)Experience doing research
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This research made possible by
NSF-DMS-#9987594
And
NSF-DMS-#0236637
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Lotka – Volterra 2- species model
e.g., x= hare; y =lynx (fox)
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Lotka – Volterra 2- species model
(1920’s A.Lotka & V.Volterra)dx/dt = ax-bxy
dy/dt = -cx+dxy
a → growth rate for xc → death rate for yb → inhibition of x in presence of yd → benefit to y in presence of x
Want DE to model situation
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Analysis of 2-species model
Solutions follow
a ln y – b y + c lnx – dx=C
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Analysis
Pretty good qualitative fit of dataNo unbounded orbits!, despite not having
a logistic term on xPredicts cycles, not many cycles seen in
nature.
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3-species model
3 species food chain! x = worms; y= robins; z= eagles
dx/dt = ax-bxy =x(a-by)dy/dt= -cy+dxy-eyz =y(-c+dx-ez)dz/dt= -fz+gyz =z(-f+gy)
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Analysis – 2000 REU Penn State Erie
Key: For ag=bf ; all surfaces of form
z= Kx^(-f/a)
are invariant
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Cases ag ≠ bf
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Open Question (research opportunity)
When ag > bf
what is the behavior of y as t →∞?
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Critical analysis
ag > bf → unbounded orbitsag < bf → species z goes extinctag = bf → periodicity
Highly unrealistic model!! (vs. 2-species)Result: A nice pedagogical toolAdding a top predator causes possible
unbounded behavior!!!!
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4-species model
dw/dt = aw-bxw =w(a-bx)dx/dt= -cx+dwx-exy =x(-c+dw-ey)dy/dt= -fy+gxy - hyz =y(-f+gx-hz)
dz/dt= -iz+jyz =z(-i+jy)
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Equilibria
(0,0,0,0) (c/d,a/b,0,0)
((cj+ei)/dj,a/b,i/j,(ag-bf)/hb)
J(0,0,0,0): 3 -, 1 + eigenvalues (saddle)J(c/d,a/b,0,0): 2 pure im; 1 -, 1 ~ ag-bf
J((cj+ei)/dj,a/b,i/j,(ag-bf)/hb) 4 pure im!
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Each pair of pure imaginary evals corresponds to a rotation: so we have 2 independent rotations θ and φ
θ φ
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A torus is S^1 x S^1 (ag>bf)
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Quasi-periodicity
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In case ag > bf; found invariant surfaces!
K = w- (cj+ei)/dj ln(w) +b/d x – a/d ln(x) + be/dg y – ibe/dgj ln(y) + beh/dgj z – e(ag-bf)/dgj ln (z)
These are closed surfaces so long as
ag >bf:
Moral: NO unbounded orbits!!
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For ag > bf: this should be verifiable!
Someone give me a 4-species historical population time series!,
RESEARCH PROJECT # 2!
(Calling all biologists!)
•Try to fit such data to our “surface”.
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ag=bf
4th species goes extinct!
Limits to 3-species ag=bf case
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ag< bf death to y and z—back to 2d
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Summary
Model contains quasiperiodicityAs in 2-species, orbits are bounded.ag vs. bf controls (species 1 & 3 ONLY)cool dynamical analysis of the model
Trapping regions, invariant sets, stable manifold theorem, linearization, some calculus 1 (and 3).
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Grand finale: Even vs odd disparity
Hairston Smith Slobodkin in 1960 (biologists) hypothesize that(HSS-conjecture)
Even level food chains (world is brown)(top- down)
Odd level food chains (world is green)(bottom –up)
Taught in ecology courses.
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Project #3 – a toughie
Prove the HSS conjecture in the simplified (non-logistic) food chain model with n-species.