Math Problem Statement
solve it classic form step by step
Solution
To solve the given problem in a clear, step-by-step classical form, we will prove that a Linear Time-Invariant (LTI) system in state-space form, if asymptotically stable, is also BIBO (Bounded Input, Bounded Output) stable.
Step 1: Understanding Asymptotic Stability
An LTI system in state-space form is given by: Here:
- is the state vector,
- is the input,
- is the output,
- , , , and are constant matrices.
Asymptotic Stability means that all eigenvalues of the matrix have negative real parts. This ensures that the homogeneous solution (response to initial conditions) of the system decays to zero as .
Step 2: BIBO Stability Definition
An LTI system is BIBO stable if every bounded input results in a bounded output . This implies: where and are finite bounds.
We need to show that asymptotic stability guarantees BIBO stability.
Step 3: Bounded Output for Bounded Input
To analyze the system, we examine the state and the output :
1. Contribution of Initial State
The term in decays to zero as due to the asymptotic stability of . Therefore, the effect of the initial state is bounded for all .
2. Contribution of Input
For bounded input , we need to show that remains bounded.
- Since is asymptotically stable, is exponentially decaying, meaning there exists a constant such that:
- The integral term becomes: Since is bounded (), and is bounded, the overall contribution of this term is also bounded.
3. Boundedness of Output
Finally, substituting into : Each term on the right-hand side is bounded:
- is bounded since decays exponentially.
- is bounded because is bounded and is exponentially decaying.
- is bounded because is bounded.
Therefore, is bounded for all bounded .
Step 4: Conclusion
We have shown that if an LTI system is asymptotically stable, then its output remains bounded for all bounded inputs . Hence, the system is BIBO stable.
Summary
- Asymptotic stability ensures the exponential decay of , which bounds the state response .
- For bounded input , the boundedness of leads to bounded output .
Do you have any questions, or would you like me to elaborate on any specific step?
5 Relative Questions
- What is the difference between BIBO stability and asymptotic stability?
- How does the eigenvalue condition for relate to stability in practical systems?
- Can a system be BIBO stable but not asymptotically stable? Why or why not?
- How does the boundedness of influence the stability of ?
- What role does the matrix play in determining the output ?
Tip
When proving stability, always start with the system definitions and use mathematical bounds systematically to ensure clarity and rigor.
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Math Problem Analysis
Mathematical Concepts
Linear Time-Invariant (LTI) systems
State-space representation
Asymptotic stability
Bounded Input Bounded Output (BIBO) stability
Formulas
State-space equations: \dot{x}(t) = Ax(t) + Bu(t), y(t) = Cx(t) + Du(t)
Exponential matrix solution: x(t) = e^{At}x(0) + \int_{0}^{t} e^{A(t-\tau)}Bu(\tau)d\tau
Theorems
Asymptotic stability: Eigenvalues of A have negative real parts
BIBO stability: For bounded input u(t), the output y(t) is bounded
Suitable Grade Level
Undergraduate
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