Todays lecture Concept of Aliasing Spectrum for Discrete

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Today's lecture − − − − − Concept of Aliasing Spectrum for Discrete Time

Today's lecture − − − − − Concept of Aliasing Spectrum for Discrete Time Domain Over-Sampling and Under-Sampling Aliasing Folding Ideal Reconstruction D-to-A Reconstruction Pulse Shapes for Reconstruction Sampling Theorem & Band-limited Signals

Storing Digital Sound

Storing Digital Sound

The Concept of Aliasing Two different cosine signals can be drawn through the samples

The Concept of Aliasing Two different cosine signals can be drawn through the samples x 1[n] = cos(0. 4πn) x 2[n] = cos(2πn + 0. 4πn) x 2[n] = cos(0. 4πn) x 2[n] = x 1[n]

Reconstruction? Which one? Figure 4 -4

Reconstruction? Which one? Figure 4 -4

Exercise 4. 2 − Show that 7 cos (8. 4πn - 0. 2π) is

Exercise 4. 2 − Show that 7 cos (8. 4πn - 0. 2π) is an alias of 7 cos (0. 4πn - 0. 2π). Also find two more frequencies that are aliases of 0. 4π rad.

General Formula for Frequency Aliases − Adding any integer multiple of 2π gives an

General Formula for Frequency Aliases − Adding any integer multiple of 2π gives an alias = 0. 4 π + 2 πl l = 0, 1, 2, 3, …. . − Another lalias x 3[n] = cos(1. 6πn) x 3[n] = cos(2πn - 0. 4πn) x 3[n] = cos(0. 4πn) Since cos (2πn - θ) = cos (θ ) − All aliases maybe obtained as , + 2 πl , 2 πl l = 0, +1, +2, … o o o

Spectrum of a Discrete-Time Signal y 1[n] = 2 cos(0. 4πn)+ cos(0. 6πn) y

Spectrum of a Discrete-Time Signal y 1[n] = 2 cos(0. 4πn)+ cos(0. 6πn) y 2[n] = 2 cos(0. 4πn)+ cos(2. 6πn)

Sampling Theorem

Sampling Theorem

Aliasing − Aliasing occurs when we do not sample the signal fast enough that

Aliasing − Aliasing occurs when we do not sample the signal fast enough that is if fs is not greater than 2 fmax

Ideal Reconstruction − The D-to-C converter gives y(t) = y[n] |n = fs t

Ideal Reconstruction − The D-to-C converter gives y(t) = y[n] |n = fs t above substitution only holds true when y(t) is a sum of sinusoids Special case y[n] = A cos(2πfon. Ts + ) Then y[t] = A cos(2πfot + ) − What if mathematical formula for y(t) is not known, and only a sequence of numbers for y[n] is known?

Actual Reconstruction − D-to-A converter or D-to-C converter must fill-in the values between sample

Actual Reconstruction − D-to-A converter or D-to-C converter must fill-in the values between sample times − Interpolation scheme needs to be used − Discrete-time signal has an infinite number of aliases , o + 2 πl , 2 πl l = integer o o − Which discrete-time frequency to be used? − The D-to-C converter always selects the lowest possible frequency components (principal alias) -π < <π o

Digital Frequency and Frequency Spectrum

Digital Frequency and Frequency Spectrum

Spectrum (Digital) with Over-sampling

Spectrum (Digital) with Over-sampling

Spectrum (Digital) with fs = f (under-sampling)

Spectrum (Digital) with fs = f (under-sampling)