Stability conditions of discrete system

In summary, the conversation discussed a discrete-time system driven by x[k+1] = Ax[k] with non-zero initial conditions x[0]. The closed-form solution of x[k] was requested, and it was explained that it involves expanding x[0] in terms of the eigenvectors of A. It was also mentioned that for asymptotic stability, x[k] should converge to an equilibrium point xe as t approaches infinity. The condition for asymptotic stability was stated as the eigenvalues of A having a modulus less than 1, but it was noted that the textbook Feedback Systems by Astrom & Murray states that the eigenvalues must lie in the open left half plane.
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jumpboy
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Homework Statement



Consider a discrete-time system, driven by:

x[k+1] = Ax[k]

for non-zero inital conditions x[0]

a) write the closed-form solution of x[k]. If the system is asymptotically stable how should x(k) behave?
b) what is condition for asymptotic stability?

Homework Equations



although this is a general theoretical question, for the remainder of the problem that I was able to work out A is a real 3x3 matrix.
xe is an equilibrium point of the system
delta is region that initial conditions place the system at
epsilon is barrier of the stability region

The Attempt at a Solution



a)
Closed-form solution = I have no clue what this even means.

asymptotic stability: x[k] should converge to an Xe for t>= 0 as t approaches infinity. I believe that I need to specify a relationship between the initial conditions and the system A but I am unsure how to relate them outside:

||x[0] - xe|| <= delta => ||x[k] - xe|| <= epsilon

b)
A system of this form will be asymptotic stable if the eigenvalues of A have a modulus less than 1.

however my textbook (Feedback Systems, Astrom & Murray) states that the eigenvalues must lie in the open left half plane and not necessarily have modulus of 1.
thanks in advance for any help
 
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FAQ: Stability conditions of discrete system

What is a discrete system?

A discrete system is a system that changes in a step-by-step manner, rather than smoothly over time. It is characterized by a set of discrete, finite states and transitions between those states.

What is stability in a discrete system?

Stability in a discrete system refers to the tendency of the system to remain in a particular state or to return to a stable state after being disturbed. A stable system is one in which small changes do not result in large or unpredictable outcomes.

What are the types of stability in a discrete system?

The two main types of stability in a discrete system are asymptotic stability and bounded stability. Asymptotic stability means that the system tends towards a specific equilibrium state over time, while bounded stability means that the system remains within a certain range of values and does not grow infinitely over time.

How can stability conditions be determined for a discrete system?

Stability conditions for a discrete system can be determined through various methods, such as Lyapunov stability analysis, direct stability analysis, and numerical simulations. These methods involve analyzing the system's equations and parameters to determine if they meet certain criteria for stability.

Why is stability important in a discrete system?

Stability is important in a discrete system because it ensures that the system's behavior can be predicted and controlled. A stable system is less likely to experience unexpected or chaotic behavior, making it more reliable and easier to design and control.

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