Lyapunov exponents of the predator prey model Ljapunovovy ...
Lyapunov exponents of the predator prey model Ljapunovovy ...
Lyapunov exponents of the predator prey model Ljapunovovy ...
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21The following example uses <strong>the</strong> alternative definition to compute <strong>the</strong> <strong>Lyapunov</strong> exponent<strong>of</strong> <strong>the</strong> Tent map.Example 3.10 (Tent map)Let T be a tent map, defined byT (x) =2x x ∈ 0, 1 2,−2x + 2 x ∈ 12 , 1The <strong>Lyapunov</strong> exponent <strong>of</strong> T can be computed asn−11 L (T ) = lim log T ′ T k (x).n→∞ nk=0for some initial x.Since |T ′ (x)| = 2 for any x ∈ (0, 1/2) ∪ (1/2, 1) it is log |T ′ T i (x) | = log 2. Hence <strong>the</strong><strong>Lyapunov</strong> exponent <strong>of</strong> T is equal to <strong>the</strong> mean value <strong>of</strong> log 2.L (T ) = log 2.This is in agreement with Theorem 3.9 because <strong>the</strong> Tent map is topologically conjugateto <strong>the</strong> Logistic map by conjugacy h (x) = sin 2 π2 x which is piecewise differentiable on[0, 1].The geometrical representation <strong>of</strong> <strong>Lyapunov</strong> exponent is <strong>the</strong> divergence speed <strong>of</strong> twoneighboring points. The following definition gives us <strong>the</strong> way to numerically approximate<strong>the</strong> value <strong>of</strong> <strong>the</strong> <strong>Lyapunov</strong> exponent by computing <strong>the</strong> distances <strong>of</strong> orbits <strong>of</strong> twoclose points.Definition 3.11 [6, page 276] Let x ∈ a, b − 10 −k , a, b ∈ R and ˜x = x + 10 −k . DefineH n,k (x) = 1 n log |f n (x) − f n (˜x)| + k n .Theorem 3.12 Suppose f is an ergodic and piecewise continuously differentiable map on X =[a, b]. For large enough k, n is H n,k (x) close to <strong>the</strong> <strong>Lyapunov</strong> exponent <strong>of</strong> f.Pro<strong>of</strong>. Let x ∈ a, b − 10 −k , a, b ∈ R and ˜x = x + 10 −k as in Definition 3.11The following inequality is equivalent to <strong>the</strong> definition <strong>of</strong> derivation <strong>of</strong> f(∀ε > 0) (∃k 0 > 0) (∀k ≥ k 0 ) :|f (x) − f (˜x)||x − ˜x|It is easy to see that <strong>the</strong> following statement holds.(∀n ∈ N) (∀ε > 0) (∃k n > 0) (∀k ≥ k n ) :|f n (x) − f n (˜x)||x − ˜x|−− f ′ (x) ≤ ε 2 .n−1i=0f ′ f i x ≤ ε 2 .