True or False conceptual check: Is the Z-transform a non-linear operation?

Difficulty: Easy

Correct Answer: False

Explanation:


Introduction / Context:
The Z-transform is a cornerstone tool in discrete-time signal processing and control. A key property is linearity, which allows superposition in the Z-domain mirroring superposition in the time domain.



Given Data / Assumptions:

  • Standard bilateral or unilateral Z-transform definitions.
  • Region of convergence (ROC) exists such that the sums converge.
  • Zero initial conditions for simplicity when needed.


Concept / Approach:

Linearity means Z{a x[n] + b y[n]} = a Z{x[n]} + b Z{y[n]} provided a common ROC exists or is appropriately handled. This property underpins transfer function algebra and block-diagram manipulations.



Step-by-Step Solution:

Start with definition: Z{x[n]} = Σ x[n] z^{-n}.For a x[n] + b y[n], Z{a x[n] + b y[n]} = Σ (a x[n] + b y[n]) z^{-n}.Split the sum: = a Σ x[n] z^{-n} + b Σ y[n] z^{-n} = a X(z) + b Y(z).Therefore the Z-transform is linear (not non-linear).


Verification / Alternative check:

All standard transform pairs and properties (convolution theorem, time shifting) rely on linearity. Nonlinearity would invalidate these core identities.



Why Other Options Are Wrong:

  • True: contradicts the linearity shown above.
  • Conditional statements tying linearity to signal length, causality, or ROC alone are incorrect; linearity is inherent to the transform definition.


Common Pitfalls:

  • Confusing linearity of the transform with linearity of systems analyzed using it.
  • Misinterpreting ROC issues as linearity issues.


Final Answer:

False

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