Region of absolute stability

In summary, the Region of Absolute Stability is a set of values that ensures stable and accurate solutions for a given problem in numerical analysis and scientific computing. It is determined by analyzing the stability properties of a specific numerical method and is important for selecting appropriate methods. There are different types of Regions of Absolute Stability, which can be visualized graphically in the complex plane.
  • #1
evinda
Gold Member
MHB
3,836
0
Hello! (Wave)

We have to look for numerical methods for the numerical solution of $\left\{\begin{matrix}
y'(t)=f(t,y(t)) &, a \leq t \leq b \\
y(a)=y_0 &
\end{matrix}\right.$ that have 'great' regions of absolute stability.

Methods of which the region of absolute stability contains the whole left complex semiplane are calles $A-$ stable.

View attachment 4113

Since at applications we often see systems with matrices with real ( negative ) eigenvalues, or eigenvalues at a region $S_{\theta}, \theta \in \left( 0, \frac{\pi}{2} \right), S_{\theta}:=\{ z \in \mathbb{C} z=\rho e^{i \phi}, \pi-\theta<\phi< \pi+\theta, \rho>0 \} $, it isn't necessary to resort to a $A-$ stable method , but it suffices to work with a method, of which the region of absolute stability contains the negative real semiaxis or the region $S_{\theta}$, respectively. Such methods are called $A_0-$ stable and $A(\theta)-$stable, respectively.

View attachment 4114

View attachment 4115
Could you explain me why the graph for the $A(\theta)-$stable method looks like that?

Furthermore, what is the main difference between $A, A_0$ and $A(\theta)$- stable methods?

Also, for the $A_0-$stable method, is the region of absolute stability this one: $\{ z \in \mathbb{C}: z=\rho e^{i \phi}, \pi<\phi< \pi, \rho>0 \}$? If so, could you explain me why it is like that?
 

Attachments

  • pl1.png
    pl1.png
    2.5 KB · Views: 37
  • pl2.png
    pl2.png
    278 bytes · Views: 38
  • pl3.png
    pl3.png
    3 KB · Views: 35
Mathematics news on Phys.org
  • #2


Hello!

The graph for an $A(\theta)-$stable method looks like that because it represents the region of absolute stability for the method. The region of absolute stability is a region in the complex plane that indicates the values of the step size and the eigenvalues of the system that guarantee convergence of the numerical method. In other words, the method will give accurate results for any values within this region.

The main difference between $A, A_0,$ and $A(\theta)-$stable methods lies in the shape of their respective regions of absolute stability. As mentioned in the forum post, $A-$stable methods have a region that contains the entire left complex semiplane, while $A_0-$stable and $A(\theta)-$stable methods have regions that contain the negative real semiaxis and the region $S_{\theta}$, respectively. This means that $A-$stable methods are more robust and can handle a wider range of eigenvalues, while $A_0-$stable and $A(\theta)-$stable methods are more specialized for specific types of systems.

For the $A_0-$stable method, the region of absolute stability is indeed $\{ z \in \mathbb{C}: z=\rho e^{i \phi}, \pi<\phi< \pi, \rho>0 \}$. This is because the method is designed to handle systems with negative real eigenvalues, which are represented by the negative real semiaxis in the complex plane. The region of absolute stability for this method ensures that the numerical solution will converge for any step size and eigenvalues within this region.
 

1. What is the Region of Absolute Stability?

The Region of Absolute Stability is a concept in the field of numerical analysis and scientific computing that refers to the set of values for which a numerical method will produce stable and accurate solutions for a given problem.

2. How is the Region of Absolute Stability determined?

The Region of Absolute Stability is typically determined by analyzing the stability properties of a specific numerical method, such as an iterative or finite difference method, and identifying the range of values for which the method will produce stable solutions.

3. Why is the Region of Absolute Stability important?

The Region of Absolute Stability is important because it allows scientists and engineers to select appropriate numerical methods for solving mathematical problems, ensuring that the solutions obtained are both accurate and stable.

4. Are there different types of Regions of Absolute Stability?

Yes, there are different types of Regions of Absolute Stability, as different numerical methods have different stability properties. For example, some methods may have a larger region of absolute stability than others, or may have a region that is asymmetrical or non-convex.

5. How can the Region of Absolute Stability be visualized?

The Region of Absolute Stability can be visualized graphically by plotting the region in the complex plane, with the real and imaginary parts of a complex number representing the step size and error in the numerical method, respectively. This allows for a visual representation of the stability properties of the method.

Similar threads

Replies
2
Views
1K
  • General Math
Replies
1
Views
1K
Replies
13
Views
3K
  • General Math
Replies
1
Views
2K
Replies
3
Views
320
  • Introductory Physics Homework Help
Replies
17
Views
376
  • Advanced Physics Homework Help
Replies
1
Views
393
  • Calculus and Beyond Homework Help
Replies
3
Views
547
Replies
1
Views
1K
  • Differential Equations
Replies
4
Views
2K
Back
Top