Linearity, time invariance, causality

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SUMMARY

This discussion focuses on determining the linearity, time invariance, and causality of four specific systems defined by equations involving discrete-time signals. The systems analyzed include: (a) y[n] = x[n]cos(0.2*PI*n), which is linear but not time-invariant; (b) y[n] = x[n] - x[n-1], which is both linear and time-invariant; (c) y[n] = |x[n]|, which is linear but not time-invariant; and (d) y[n] = Ax[n] + B, where A and B are constants, which is both linear and time-invariant. All systems are confirmed to be causal as they depend on present or past values of n.

PREREQUISITES
  • Understanding of linear systems theory
  • Familiarity with time-invariance concepts
  • Knowledge of causality in signal processing
  • Basic proficiency in discrete-time signal analysis
NEXT STEPS
  • Study the properties of linear systems in detail
  • Explore time-invariance in various signal processing contexts
  • Investigate causality and its implications in system design
  • Learn about the implications of non-linear systems in signal processing
USEFUL FOR

Students and professionals in electrical engineering, particularly those focusing on signal processing, control systems, and system analysis. This discussion is beneficial for anyone seeking to deepen their understanding of linearity, time invariance, and causality in discrete-time systems.

Quincy
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Homework Statement


For each of the following systems, determine whether or not the system is linear, time-invariant, and causal.

a) y[n] = x[n]cos(0.2*PI*n)
b) y[n] = x[n] - x[n-1]
c) y[n] = |x[n]|
d) y[n] = Ax[n] + B, where A & B are constants.

Homework Equations





The Attempt at a Solution



I know that they're all causal, because they all depend on present or past values of n, I don't know how to determine if they're linear and time-invariant, the book is terrible at explaining it.
 
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L/TI are really important concepts for signals and systems - and they're pretty easy to get too.

To test for linearity: does scaling the input x[n] by a constant A scale the output by the same constant. in equation form:

so for the first one:

Code:
y[n] = x[n]cos(0.2*PI*n)

Scaling the input by A:

= Ax[n]cos(0.2*PI*n)
= Ay[n]

so this system is linear.

To satisfy time invariance, the output of the system should be shifted by a time T if the input is shifted by the same time T.

Code:
y[n] = x[n]cos(0.2*PI*n)

Sift the input signal by a time T

= x[n + T]cos(0.2*PI*n)
!= y[n+T]
because of the cosine's dependence on n this system is not time invariant.

Hope this helps, applying these rules to the systems are fairly simple and will tell you if a system is Linear/TI. Keep in mind that the linear scaling test must work for all (real and complex) values of A and the time sifting must work for all T in order for the system to L/TI.
 

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