Math Problem Statement
Solution
Let's break down the problem and solve each part step by step.
Problem Analysis
We are given a linear shift-invariant (LSI) system represented by the difference equation:
where:
- is the output of the system.
- is the input to the system.
Let's address each question one by one.
Part (a): Deduce the Unit Sample Response
To find the unit sample response, we need to determine the response of the system when the input is a unit impulse function, .
- Substitute in the equation.
- Solve the difference equation recursively or using methods like the Z-transform to find .
Let’s proceed with calculating the unit sample response by taking the Z-transform.
Solution Using Z-transform
Taking the Z-transform of both sides, we get:
Solving this equation for , we can find the transfer function and, consequently, the unit sample response by inverse transforming .
Part (b): Categorize the Stability of the System
A discrete-time LSI system is stable if the absolute values of all poles of its transfer function lie within the unit circle in the z-plane.
- Using the transfer function , find the poles by setting the denominator to zero.
- Check if all poles satisfy .
If all poles lie within the unit circle, the system is stable.
Part (c): Estimate the Response for the Given Input Signal
The input signal is given as:
where is the unit step function. To find the response :
- Use the transfer function and apply it to , the Z-transform of the given .
- Calculate .
- Take the inverse Z-transform of to find .
Would you like to proceed with a detailed calculation for each part, or do you have specific questions about the process?
Here are some further related questions to explore this topic:
- What is the importance of the unit sample response in analyzing LSI systems?
- How can you determine stability using the characteristic equation of a difference equation?
- What role does the Z-transform play in solving difference equations?
- How would the system's behavior change if we alter the coefficients in the difference equation?
- What are some practical applications of finding the response to signals like ?
Tip: Always verify stability by checking the poles' positions in the z-plane; this is crucial in discrete-time systems.
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Math Problem Analysis
Mathematical Concepts
Linear Systems
Difference Equations
Z-transform
Stability Analysis
Formulas
y(n) - y(n-1) + (1/4)y(n-2) = x(n) - (1/4)x(n-1)
Transfer function H(z) = Y(z) / X(z)
Stability criterion: all poles must lie inside the unit circle |z| < 1
Theorems
Stability of Linear Systems using Z-transform
Unit Impulse Response in Linear Systems
Suitable Grade Level
Undergraduate Engineering