Stability conditions of discrete system

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SUMMARY

The discussion focuses on the stability conditions of a discrete-time system defined by the equation x[k+1] = Ax[k], where A is a real 3x3 matrix. For asymptotic stability, the eigenvalues of matrix A must have a modulus less than 1, ensuring that the state x[k] converges to an equilibrium point xe as time approaches infinity. The participant also references the textbook "Feedback Systems" by Astrom & Murray, which states that eigenvalues should lie in the open left half-plane, emphasizing the need for clarity in comparing stability conditions in discrete versus continuous systems.

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  • Understanding of discrete-time systems and state-space representation
  • Knowledge of eigenvalues and their significance in stability analysis
  • Familiarity with Lyapunov stability concepts
  • Basic linear algebra, particularly regarding matrices and their properties
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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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