How Do You Compute Stable/Unstable Manifolds Using Taylor Approximation?

In summary, the stable manifold is $x= -(a/2)x$, and the method of finding it is to approximate it by a power series with coefficients $a,b,c$.
  • #1
Fantini
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Consider the system $$x' = -x,$$ $$y' = y + g(x),$$ where $g$ is a class $C^1$ function with $g(0) = 0$.

Compute the stable manifold $W^s (\mathbf{0}).$
Using $g(x) = x^n (n \geq 1)$, compute $W^s (\mathbf{0})$ and $W^u (\mathbf{0})$.

The other was an exercise I found, this is an actual exercise from the test. How would I compute the stable/unstable manifold using the Taylor approximation method or successive approximations? :confused:
 
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  • #2
Writing $g(x)$ as a power series,
$$y'= y+ ax+ bx^2+ cx^3.$$

From the first equation, $x'= -x$, we can see that $x$ decreases rapidly as the independent variable (which I will call $t$) increases (in fact, $x= Ce^{-t}$).

So for large $t$, this can be approximated by
$y'= y+ aCe^{-t}$. The general solution to the associated homogeneous equation is $y= De^{t}$. Looking for a specific solution of the form $y= Ae^{-t}$, $y'= -Ae^{-t}$ so the equation becomes $-Ae^{-t}= Ae^{-t}+ aCe^{-t}$. $-2Ae^{-t}= aCe^{-t}$, so $A= -aC/2$. The general solutions to the equations are $x= Ce^{-t}$ and $y= De^{t}-(aC/2)e^{-t}$. If $D$ is not $0$, $y$ will increase without bound so the stable manifold will be $x= Ce^{-t}$, $y= -(aC/2)e^{-t}$, which can be written $y/x= -(aC/2)e^{-t}/Ce^{-t}= -a/2$ so that $y= -(a/2)x$ or, equivalently, $ax+ 2y= 0$.

That is not the general method of finding the stable manifold but it works for this simple situation.
($a$ is the coefficient of $x$ in the linearization of $x$.)
 
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  • #3
Thanks HoI! What if I wanted a third order approximation? Something that perhaps yields a third degree polynomial. Would it proceed as $$y' = y + aCe^{-t} +bCe^{-2t} + cC e^{-3t},$$ followed by finding $y$ and expliciting it as a function of $x$?
 

FAQ: How Do You Compute Stable/Unstable Manifolds Using Taylor Approximation?

What are stable and unstable manifolds?

Stable and unstable manifolds are mathematical concepts used to describe the behavior of a dynamical system over time. They are sets of points that represent the long-term behavior of nearby points in the system, either converging towards a stable point or diverging away from an unstable point.

How are stable and unstable manifolds related?

Stable and unstable manifolds are complementary to each other, meaning they are intimately connected and cannot exist without the other. They represent the two possible long-term behaviors of a dynamical system, with the stable manifold leading to a steady state and the unstable manifold leading to chaos.

What are some real-world applications of stable and unstable manifolds?

Stable and unstable manifolds have applications in various fields such as physics, engineering, and economics. They are used to analyze and predict the behavior of complex systems, such as weather patterns, financial markets, and biological systems.

How are stable and unstable manifolds calculated?

The calculation of stable and unstable manifolds involves solving a set of equations known as the variational equations, which describe the behavior of nearby points in a dynamical system. These equations can be solved analytically or numerically using computational methods.

Can stable and unstable manifolds change over time?

Yes, stable and unstable manifolds can change over time as the underlying dynamical system evolves. Small perturbations in the system can affect the shape and location of the manifolds, leading to different long-term behaviors. This makes them useful for understanding the sensitivity and stability of a system.

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