discrete-time sinusoids periodicity discrete-time sinusoids t x t...

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Discrete-Time Sinusoids Professor Deepa Kundur University of Toronto Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 1 / 23 Discrete-Time Sinusoids Periodicity Recall if a signal x (t ) is periodic , then there exists a T > 0 such that x (t )= x (t + T ) If no T > 0 can be found, then x (t ) is non-periodic . Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 2 / 23 Discrete-Time Sinusoids Continuous-time Sinusoids To find the period T > 0 of a general continuous-time sinusoid x (t )= A cos(ωt + φ): x (t ) = x (t + T ) A cos(ωt + φ) = A cos(ω(t + T ) + φ) A cos(ωt + φ + 2πk ) = A cos(ωt + φ + ωT ) 2πk = ωT T = 2πk ω where k Z. Note : when k is the same sign as ω, T > 0. Therefore, there exists a T > 0 such that x (t )= x (t + T ) and therefore x (t ) is periodic . Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 3 / 23 Discrete-Time Sinusoids Discrete-time Sinusoids To find the integer period N > 0 (i.e., (N Z + ) of a general discrete-time sinusoid x [n]= A cos(Ωn + φ): x [n] = x [n + N ] A cos(Ωn + φ) = A cos(Ω(n + N ) + φ) A cos(Ωn + φ + 2πk ) = A cos(Ωn + φ N ) 2πk = ΩN N = 2πk Ω where k Z. Note : there may not exist a k Z such that 2πk Ω is an integer. Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 4 / 23

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Page 1: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

Professor Deepa Kundur

University of Toronto

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 1 / 23

Discrete-Time Sinusoids

Periodicity

Recall if a signal x(t) is periodic, then there exists a T > 0 such that

x(t) = x(t + T )

If no T > 0 can be found, then x(t) is non-periodic.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 2 / 23

Discrete-Time Sinusoids

Continuous-time Sinusoids

To find the period T > 0 of a general continuous-time sinusoidx(t) = A cos(ωt + φ):

x(t) = x(t + T )

A cos(ωt + φ) = A cos(ω(t + T ) + φ)

A cos(ωt + φ + 2πk) = A cos(ωt + φ + ωT )

∴ 2πk = ωT

T =2πk

ω

where k ∈ Z. Note: when k is the same sign as ω, T > 0.

Therefore, there exists a T > 0 such that x(t) = x(t + T ) and

therefore x(t) is periodic .

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 3 / 23

Discrete-Time Sinusoids

Discrete-time Sinusoids

To find the integer period N > 0 (i.e., (N ∈ Z+) of a generaldiscrete-time sinusoid x [n] = A cos(Ωn + φ):

x [n] = x [n + N]

A cos(Ωn + φ) = A cos(Ω(n + N) + φ)

A cos(Ωn + φ + 2πk) = A cos(Ωn + φ + ΩN)

∴ 2πk = ΩN

N =2πk

Ω

where k ∈ Z.

Note: there may not exist a k ∈ Z such that 2πkΩ

is an integer.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 4 / 23

Page 2: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

Discrete-time SinusoidsExample i: Ω = 37

11π

N =2πk

Ω=

2πk3711π

=22

37k

N0 =22

37k = 22 for k = 37; x [n] is periodic.

Example ii: Ω = 2

N =2πk

Ω=

2πk

2= πk

N ∈ Z+ does not exist for any k ∈ Z; x [n] is non-periodic.

Example iii: Ω =√

N =2πk

Ω=

2πk√2π

=√

2k

N ∈ Z+ does not exist for any k ∈ Z; x [n] is not periodic.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 5 / 23

Discrete-Time Sinusoids

Discrete-time Sinusoids

N =2πk

Ω

Ω =2πk

N= 2π

k

N= π · 2k

N︸︷︷︸RATIONAL

Therefore, a discrete-time sinusoid is periodic if its radian frequencyΩ is a rational multiple of π.

Otherwise, the discrete-time sinusoid is non-periodic.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 6 / 23

Discrete-Time Sinusoids

Example 1: Ω = π/6 = π · 16

x [n] = cos(πn

6

)

N =2πk

Ω=

2πk

π 16

= 12k

N0 = 12 for k = 1

The fundamental period is 12 which corresponds to k = 1 envelopecycles.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 7 / 23

Discrete-Time Sinusoids

ENVELOPE CYCLES

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 8 / 23

Page 3: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

Example 2: Ω = 8π/31 = π · 831

x [n] = cos

(8πn

31

)

N =2πk

Ω=

2πk

π 831

=31

4k

N0 = 31 for k = 4

The fundamental period is 31 which corresponds to k = 4 envelopecycles.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 9 / 23

Discrete-Time Sinusoids

ENVELOPE CYCLES

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 10 / 23

Discrete-Time Sinusoids

Example 3: Ω = 1/6 = π · 16π

x [n] = cos(n

6

)

N =2πk

Ω=

2πk16

= 12πk

N ∈ Z+ does not exist for any k ∈ Z; x [n] is non-periodic.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 11 / 23

Discrete-Time Sinusoids

NOT PERIODIC

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 12 / 23

Page 4: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

Continuous-Time Sinusoids: Frequency and Rate

of Oscillation

x(t) = A cos(ωt + φ)

T =2π

ω=

1

f

Rate of oscillation increases as ω increases (or T decreases).

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 13 / 23

Discrete-Time Sinusoids

ω smaller

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 14 / 23

Discrete-Time Sinusoids

ω larger, rate of oscillation higher

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 15 / 23

Discrete-Time Sinusoids

Continuous-Time Sinusoids: Frequency and Rate

of OscillationAlso, note that x1(t) 6= x2(t) for all t for

x1(t) = A cos(ω1t + φ) and x2(t) = A cos(ω2t + φ)

when ω1 6= ω2.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 16 / 23

Page 5: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

Discrete-Time Sinusoids: Frequency and Rate of

Oscillation

x [n] = A cos(Ωn + φ)

Rate of oscillation increases as Ω increases UP TO A POINT thendecreases again and then increases again and then decreases again. . . .

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 17 / 23

Discrete-Time Sinusoids

MINIMUM OSCILLATION

MINIMUM OSCILLATION

MAXIMUM OSCILLATION

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 18 / 23

Discrete-Time Sinusoids

Discrete-Time Sinusoids: Frequency and Rate of

Oscillation

x [n] = A cos(Ωn + φ)

Discrete-time sinusoids repeat as Ω increases!

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 19 / 23

Discrete-Time Sinusoids

Discrete-Time Sinusoids: Frequency and Rate of

Oscillation

Let

x1[n] = A cos(Ω1n + φ) and x2[n] = A cos(Ω2n + φ)

and Ω2 = Ω1 + 2πk where k ∈ Z:

x2[n] = A cos(Ω2n + φ)

= A cos((Ω1 + 2πk)n + φ)

= A cos(Ω1n + 2πkn + φ)

= A cos(Ω1n + φ) = x1[n]

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 20 / 23

Page 6: Discrete-Time Sinusoids Periodicity Discrete-Time Sinusoids T x t …dkundur/course_info/signals/notes/Kundur... · Periodicity Recall if a signal x(t) is periodic, thenthere existsa

Discrete-Time Sinusoids

0 1 3 4-1-3 52-2 6

0 1 3 4-1-3 52-2 6

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 21 / 23

Discrete-Time Sinusoids

0 1 3 4-1-3 52-2 6

0 1 3 4-1-3 52-2 6

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 22 / 23

Discrete-Time Sinusoids

Discete-Time Sinusoids: Frequency and Rate of

Oscillation

x [n] = A cos(Ωn + φ)

can be considered a sampled version of

x(t) = A cos(Ωt + φ)

at integer time instants.

As Ω increases, the samples miss the faster oscillatory behavior.

Professor Deepa Kundur (University of Toronto) Discrete-Time Sinusoids 23 / 23