Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM...

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Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB) AM Frequency-Division Multiplexing Superheterodyne Receivers AM with an Arbitrary Periodic Carrier Pulse Train Carrier and Time-Division Multiplexing Sinusoidal Frequency Modulation DT Sinusoidal AM DT Sampling, Decimation, and Interpolation

Transcript of Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM...

Page 1: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Signal and SystemsProf. H. Sameti

Chapter 8:• Complex Exponential Amplitude Modulation• Sinusoidal AM • Demodulation of Sinusoidal AM• Single-Sideband (SSB) AM• Frequency-Division Multiplexing• Superheterodyne Receivers• AM with an Arbitrary Periodic Carrier• Pulse Train Carrier and Time-Division Multiplexing• Sinusoidal Frequency Modulation• DT Sinusoidal AM• DT Sampling, Decimation, and Interpolation

Page 2: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

2

The Concept of Modulation

Why? More efficient to transmit E&M signals at higher frequencies Transmitting multiple signals through the same medium using different

carriers Transmitting through “channels” with limited pass-bands Others…

How? Many methods Focus here for the most part on Amplitude Modulation (AM)

Computer Engineering Department, Signals and Systems

Page 3: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

3

Amplitude Modulation (AM) of a Complex Exponential Carrier

Computer Engineering Department, Signals and Systems

carrier frequency( ) ,

( ) ( )

1( ) ( ) ( )

21

( ) 2 ( )2

( ( ))

c

c

j tc

j t

c

c

c t e

y t x t e

Y j X j C j

X j

X j

Page 4: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Demodulation of Complex Exponential AM

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cos sincj tc ce t j t

Corresponds to two separate modulation channels (quadratures) with carriers 90˚ out of phase.

Page 5: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

5

Sinusoidal AM

Computer Engineering Department, Signals and Systems

1( ) ( ) { ( ) ( )}

21 1

( ( )) ( ( ))2 2

c c

c c

Y j X j

X j X j

Drawn assuming

c M

Page 6: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Synchronous Demodulation of Sinusoidal AM

Suppose = 0 for now, θ ⇒Local oscillator is in phase with

the carrier.

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Page 7: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Synchronous Demodulation in the Time Domain

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2

High-Frequency Signals filterd out by the LRF

1( ) ( ) cos ( )cos ( )cos 2

2

Then ( ) ( )

Now suppose there is phase difference, i.e. 0, then

( ) ( ) cos( ) ( ) cos cos( )

c c c

c c c

w t y t t x t t x t t

r t x t

w t y t t x t t t

HF signal

0

1 1( )cos ( )(cos(2 ))

2 2

Now ( ) ( ) cos

Two special cases:

1) 2, the local oscillator is 90 out of phase with the carrier, ( ) 0,signal

unrecoverable.

2) ( ) slowly var

cx t x t t

r t x t

r t

t

ying with time, ( ) cos[ ( )] ( ), time-varying "gain".r t t x t

Page 8: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Synchronous Demodulation (with phase error) in the Frequency Domain

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Demodulating signal has phase difference w.r.t. the modulating si

cos(

gnal

)1 1

2 2

( ) ( )

c cj t j tj jc

j jc c

t e e e e

F

e e

Again, the low-frequency signal ( ) when 2.M

Page 9: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Alternative: Asynchronous Demodulation

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Assume ,so signal envelope looks like ( )c M x t

0 DSB/SC (Double Side Band, Suppressed Carrier)

0 DSB/WC (Double Side Band, With Carrier)

A

A

Page 10: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Asynchronous Demodulation (continued)Envelope Detector

Computer Engineering Department, Signals and Systems

In order for it to function properly, the envelope function must be positive for all time, i.e. A+ x(t) > 0 for all t.

Demo: Envelope detection for asynchronous demodulation.

Advantages of asynchronous demodulation: — Simpler in design and implementation.

Disadvantages of asynchronous demodulation: — Requires extra transmitting power [Acosωct]2to make sure

A+ x(t) > 0 Maximum power efficiency = 1/3 (P8.27)⇒

Page 11: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Double-Sideband (DSB) and Single-Sideband (SSB) AM

Computer Engineering Department, Signals and Systems

Since x(t) and y(t) are real, from Conjugate symmetry both LSB and USB signals carry exactly the same information.

DSB, occupies 2ωMbandwidth in > 0ω

Each sideband approach only occupies ωM bandwidth in > 0ω

Page 12: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Single Sideband Modulation

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Can also get SSB/SC or SSB/WC

Page 13: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Frequency-Division Multiplexing (FDM)

(Examples: Radio-station signals and analog cell phones)

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All the channels can share the same medium.

Page 14: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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FDM in the Frequency-Domain

Computer Engineering Department, Signals and Systems

Page 15: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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Demultiplexing and Demodulation

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ωa needs to be tunable

Channels must not overlap Bandwidth Allocation⇒ It is difficult (and expensive) to design a highly selective

band-pass filter with a tunable center frequency Solution –Superheterodyne Receivers

Page 16: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section1

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The Superheterodyne Receiver

Operation principle: Down convert from ωc to ωIF, and use a coarse tunable BPF for the front

end. Use a sharp-cutoff fixed BPF at ωIF to get rid of other signals.

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Page 17: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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AM with an Arbitrary Periodic Carrier

Computer Engineering Department, Signal and Systems

C(t) – periodic with period T, carrier frequency ωc = 2 /TπRemember: periodic in t discrete in ω

( ) 2 ( )k ck

C j a k

(𝑎𝑘= 1𝑇

𝑓𝑜𝑟 𝑖𝑚𝑝𝑢𝑙𝑠𝑒 𝑡𝑟𝑎𝑖𝑛)1

( ) ( )* ( ) ( )* ( )2 k c

k

Y j X j C j X j a k

( ( ))k ck

a X j k

Page 18: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Modulating a (Periodic) Rectangular Pulse Train

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)().()( tctxty

Page 19: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Modulating a Rectangular Pulse Train Carrier, cont’d

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( ) 2 ( )k ck

C j a k

𝑎𝑛𝑑

𝑎0=𝛥𝑇, 𝑎𝑘=

sin(𝑘𝜔𝑐𝛥2 )

𝜋 𝑘

For rectangular pulse1

( ) ( )* ( )2

Y j X j C j

Drawn assuming:

Nyquist rate is met

Page 20: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Observations

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1) We get a similar picture with any c(t) that is periodic with period T 2) As long as ωc= 2 /π T > 2ωM, there is no overlap in the shifted and

scaled replicas of X(j ). Consequently, assuming ω a0≠0:

x(t) can be recovered by passing y(t) through a LPF 3) Pulse Train Modulation is the basis for Time-Division Multiplexing Assign time slots instead of frequency slots to different channels, e.g. AT&T wireless phones4) Really only need samples{x(nT)} when ωc> 2ωM Pulse Amplitude ⇒

Modulation

Page 21: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Sinusoidal Frequency Modulation (FM)

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))(cos()( tAty

Amplitude fixed

Phase modulation: Frequency modulation:

Instantaneous ω

X(t) is signal To betransmitted

Page 22: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Sinusoidal FM (continued)

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Transmitted power does not depend on x(t): average power = A2/2 Bandwidth of y(t) can depend on amplitude of x(t) Demodulation Demodulation a) Direct tracking of the phase (θ t) (by using phase-locked loop) b) Use of an LTI system that acts like a differentiator

H(j ) —Tunable band-limited differentiator, over the bandwidth of ω y(t)

/

( )( ) ( ( )) sin ( )c f

d dt

dy tu t w k x t A tdt

𝐻 ( 𝑗𝜔 )≅ 𝑗𝜔⇓

…looks like AM envelope detection

Page 23: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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DT Sinusoidal AM

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Multiplication ↔Periodic convolution

Example#1:

[ ] cj nc n e

( ) 2 ( 2 )jc

k

c e k

1( ) ( ) ( )

2j j jY e X e C e

Page 24: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Example#2: Sinusoidal AM

Computer Engineering Department, Signal and Systems

[ ] cos cc n n

( ) ( 2 ) ( 2 )jc c

k

C e k k

0 and

2c M

c M c M

/ 2M c M

M

π

1( ) ( ) ( )

2j j jY e X e C e

i.e.,

No overlap ofshifted spectra

Drawn assuming:

Page 25: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Example #2 (continued):Demodulation

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Possible as long as there is no overlap of shifted replicas of X(ejω):

i.e., 0

and 2c M

c M c M

M c M

1( ) ( ) ( )

2j j jW e Y e C e

Page 26: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Example #3: An arbitrary periodic DT carrier

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2 / 2[ ] [ ], jk N

k ck N

c n a e c n NN

2( ) 2j

kk

kC e a

N

1( ) ( ) ( )

2j j jY e X e C e

1

0

1 2( )* 2

2

Nj

kk

kX e a

N

1

( 2 / )

0

( )N

j k Nk

k

a X e

- Periodic convolution

- Regular convolution

Page 27: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Example #3 (continued):

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Page 28: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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DT Sampling

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Motivation: Reducing the number of data points to be stored or transmitted, e.g. in CD music recording.

Page 29: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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DT Sampling (continued)

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2 2[ ] [ ] ( ) ( ), j

s sk k

p n n kN P e kN N

k

p kNnkNxnpnxnw ][][][].[][ Note:

𝑥𝑝 [𝑛 ]={𝑥 [𝑛 ] , 𝑖𝑓 𝑛𝑖𝑠𝑖𝑛𝑡𝑒𝑔𝑒𝑟𝑚𝑢𝑙𝑡𝑖𝑝𝑙𝑒𝑜𝑓 𝑁0 ,𝑜𝑡 h𝑒𝑟𝑤𝑖𝑠𝑒

⇒Pick one out of N

1( )

0

1 1( ) ( ) ( ) ( )

2s

Nj kj j j

pX e X e P e X eN

- periodic with period

Page 30: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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DT Sampling Theorem

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We can reconstruct x[n] if ωs= 2 /π N > 2ωM

Drawn assuming ωs > 2ωM

Nyquist rate is met ⇒ωM<

/Nπ

Drawn assuming ωs < 2ωM

Aliasing!

Page 31: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Decimation — Downsampling

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xp[n] has (n-1) zero values between nonzero values:Why keep them around?

Useful to think of this as sampling followed by discarding the zero values

Page 32: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Illustration of Decimation in the Time-Domain (for N= 3)

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Page 33: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Decimation in the Frequency Domain

Computer Engineering Department, Signal and Systems

( ) [ ] ( [ ] [ ])j jkb b b p

k

X e x k e x k x kN

[ ] Let n kN or k n/Njkp

k

x kN e

( / )

an integermultiple of N

[ ] j n Np

n

x n e

( / )p[ ] (Since x [n kN] 0)j N n

pn

x n e

¿ 𝑋𝑝(𝑒 𝑗 ( 𝜔𝑁 ))

Squeeze in timeExpand in frequency

- Still periodic with period 2π since Xp(ejω) is periodic with 2 /Nπ

Page 34: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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Illustration of Decimation in the Frequency Domain

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Page 35: Signal and Systems Prof. H. Sameti Chapter 8: Complex Exponential Amplitude Modulation Sinusoidal AM Demodulation of Sinusoidal AM Single-Sideband (SSB)

Book Chapter8: Section2

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The Reverse Operation: Upsampling(e.g.CD playback)

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