Explore Attraction Basins of Damped Double-Well Potential Model

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SUMMARY

The discussion focuses on the damped double-well potential model represented by the second-order differential equation $$\ddot{x} - x + x^3 + \gamma\dot{x} = 0$$ with fixed points at $(1,0)$ and $(-1,0)$. Participants seek to determine the attraction basins of these fixed points, particularly for $\gamma = 1$. The system of ODEs derived from the model is $$x_1' = x_2$$ and $$x_2' = x_1 - x_1^3 - \gamma x_2$$. Visual representations of the attraction basins are provided, indicating the regions leading to each fixed point.

PREREQUISITES
  • Understanding of differential equations, specifically second-order ODEs.
  • Familiarity with phase plane analysis and fixed points.
  • Knowledge of systems of ODEs and their stability analysis.
  • Experience with graphing tools such as Maxima for visualizing phase portraits.
NEXT STEPS
  • Research the concept of attraction basins in dynamical systems.
  • Learn how to analyze stability using Lyapunov functions.
  • Explore numerical methods for solving systems of ODEs.
  • Investigate the effects of varying the damping coefficient $\gamma$ on the system's behavior.
USEFUL FOR

Mathematicians, physicists, and engineers interested in dynamical systems, particularly those studying stability and behavior of nonlinear systems represented by differential equations.

Dustinsfl
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I don't understand how to start.

Consider the damped double-well potential model
$$
\ddot{x} - x + x^3 + \gamma\dot{x} = 0,
$$
where $\gamma$ is the damping coefficient.
This model has two fixed points at $(x,\dot{x}) = (1,0)$ and $(-1,0)$. In the phase plane $(x,\dot{x})$, determine the attraction basins of these fixed points. You can decide which $\gamma$ value to use (try to choose one which gives the best picture/graph). Note: the attraction basin of a fixed point is the set of initial points which go to the fixed as $t\to\infty$.
 
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dwsmith said:
I don't understand how to start.

Consider the damped double-well potential model
$$
\ddot{x} - x + x^3 + \gamma\dot{x} = 0,
$$
where $\gamma$ is the damping coefficient.
This model has two fixed points at $(x,\dot{x}) = (1,0)$ and $(-1,0)$. In the phase plane $(x,\dot{x})$, determine the attraction basins of these fixed points. You can decide which $\gamma$ value to use (try to choose one which gives the best picture/graph). Note: the attraction basin of a fixed point is the set of initial points which go to the fixed as $t\to\infty$.

Change the ODE to a system of ODEs, we have
\begin{alignat}{3}
x_1' & = & x_2\\
x_2' & = & x_1 - x_1^3 + \gamma x_2
\end{alignat}
When $\gamma = 1$, how do I find the attraction basin?
 
dwsmith said:
Change the ODE to a system of ODEs, we have
\begin{alignat}{3}
x_1' & = & x_2\\
x_2' & = & x_1 - x_1^3 + \gamma x_2
\end{alignat}
When $\gamma = 1$, how do I find the attraction basin?

So with reference to http://www.mathhelpboards.com/f17/converting-ode-system-odes-2078/ thread your system of equations should be,

\[x_1'=x_2\]

\[x_2'=x_1-x_1^3-\gamma x_2\]

I don't know if this is helpful, but I have drawn the phase portrait of this system. Note that I have replaced, \(x_1\) by \(x\) and \(x_2\) by \(y\). If you have Maxima you can animate the graph so that you can find the phase portraits for different values of \(\gamma\). Here I have included graphs for several values of \(\gamma\).

\[x'=y\mbox{ and }y'=x-x^3-\gamma y\]

Code:
load("plotdf");

plotdf([y,x-x^3-a*y],[x,-5,5],[y,-5,5],[sliders,"a=-10:10"]);
\(\mathbf{\underline{\mbox{When }\gamma=0}}\)

2jey7ok.jpg
\(\mathbf{\underline{\mbox{When }\gamma=2}}\)

j8cdvo.jpg
\(\mathbf{\underline{\mbox{When }\gamma=-2}}\)

2508scy.jpg
 
Sudharaka said:
So with reference to http://www.mathhelpboards.com/f17/converting-ode-system-odes-2078/ thread your system of equations should be,

\[x_1'=x_2\]

\[x_2'=x_1-x_1^3-\gamma x_2\]

I don't know if this is helpful, but I have drawn the phase portrait of this system. Note that I have replaced, \(x_1\) by \(x\) and \(x_2\) by \(y\). If you have Maxima you can animate the graph so that you can find the phase portraits for different values of \(\gamma\). Here I have included graphs for several values of \(\gamma\).

\[x'=y\mbox{ and }y'=x-x^3-\gamma y\]

Code:
load("plotdf");

plotdf([y,x-x^3-a*y],[x,-5,5],[y,-5,5],[sliders,"a=-10:10"]);
\(\mathbf{\underline{\mbox{When }\gamma=0}}\)

2jey7ok.jpg
\(\mathbf{\underline{\mbox{When }\gamma=2}}\)

j8cdvo.jpg
\(\mathbf{\underline{\mbox{When }\gamma=-2}}\)

2508scy.jpg

I have the phase portraits too but I don't know how to find the attractor basin still.
 
dwsmith said:
Change the ODE to a system of ODEs, we have
\begin{alignat}{3}
x_1' & = & x_2\\
x_2' & = & x_1 - x_1^3 + \gamma x_2
\end{alignat}
When $\gamma = 1$, how do I find the attraction basin?

Typo $-\gamma x_2$.
 
dwsmith said:
Typo $-\gamma x_2$.

Note that I have corrected that in post #3.

dwsmith said:
I have the phase portraits too but I don't know how to find the attractor basin still.

Here is a figure that roughly depicts the attraction basins for the fixed points, \((1,0)\) and \((-1,0)\). The green region is the attractor basin of \((-1,0)\) and the red region is the attractor basin of \((1,0)\).

2lapy5e.png
 
How do you find the attractor basin?
 
dwsmith said:
How do you find the attractor basin?

I am not sure whether I understand your question here. The basins of attraction for \(\gamma=1\) are depicted in the figure in post #6.
 

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