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JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY KAKINADA
KAKINADA – 533 001 , ANDHRA PRADESH
Analog Communication
26-05-2020 to 06-07-2020
Prof. Ch. Srinivasa Rao
Dept. of ECE, JNTUK-UCE Vizianagaram
GATE Coaching Classes as per the Direction of
Ministry of Education
GOVERNMENT OF ANDHRA PRADESH
Analog Communication-Day 10, 04-06-2020
Presentation Outline
Pulse Analog Modulation:
– Sampling Theory and applications
– Pulse Analog Modulation- PAM, PWM, PPM
– Time Division Multiplexing
– Problems
Prof.Ch.Srinivasa Rao - JNTUK - UCEV 2
6/5/2020
Prof.Ch.Srinivasa Rao - JNTUK - UCEV 3
• At the end of this Session, Student will be able to learn:
• LO 1 : Applications of Sampling Theory
• LO 2 : Pulse Analog Modulation
• LO 3 : Time Division Multiplexing
Learning Outcomes
6/5/2020
PULSE ANALOG MODULATION
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 4
Definition:
An analog signal is converted into a corresponding
sequence of samples that are usually spaced
uniformly in time.
Sampling Process
Figure: Illustration of sampling process. (a) Analog waveform (b)
Instantaneously sampled representation of the analog Signal
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 5
• Where G(f) is the Fourier Transform of the original
signal g(t), and is the sampling rate.
• The above equation states that the process of
uniformly sampling a continuous time signal of finite
energy results in a periodic spectrum with a period
equal to sampling rate.
(1)
(2)
(3)
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 6
• Suppose, that the signal g(t) is strictly band-limited, with no
frequency components higher than W Hertz. That is, the
Fourier transform of g(t) has the property that G(f) is zero for
, as illustrated in below figure. Also we choose, Ts =
1/2W, then the corresponding spectrum shown in figure b.
Sampling Process Contd.,
Figure: (a)Spectrum of a strictly band-limited signal g(t)
(b) Spectrum of the sampled version of g(t) for a sampling period Ts=1/2W
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 7
Hence, under the following two conditions,
1.
2.
We find from equation (5) that
The Fourier Transform of may also be expressed as
(4)
(5)
Sampling Process Contd.,
(6)
substitute equation (4) into the above equation, we
may also write
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 8
• Therefore, if the sampled values of g(n/2W) of a signal g(t)
are specified for all n, then the Fourier transform G(f) of the
signal is uniquely determined using eq (7). Because the
sequence g(n/2W) has all the information contained in g(t).
• The expression for reconstructing the original signal g(t) from
the sequence of sample values {g(n/2W)} is
• playing the role of an interpolation function. Each
sample is multiplied by a delayed version of interpolation
function, and all the resulting waveforms are added to obtain
g(t)
Sampling Process Contd.,
(7)
(8)
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 9
Sampling Theorem
• A band-limited signal of finite energy, which has no frequency
components higher than W Hertz, is completely described by
specifying the values of the signal at instants of time seperated
by 1/2W seconds.
OR
• A band-limited signal of finite energy, which has no frequency
components higher than W Hertz, may be completely
recovered from a knowledge of its samples taken at the rate of
2W samples per second.
• The sampling rate of 2W samples per second, for a signal
bandwidth of W Hertz, is called Nyquist rate; its reciprocal
1/2W is called Nyquist interval.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 10
Aliasing Effect
• If , an information bearing signal is not strictly band-limited,
some aliasing is produced by the sampling process.
• Aliasing refers to the phenomenon of a high frequency
component in the spectrum of the signal seemingly taking on
the identity of a lower frequency in the spectrum of its
sampled version, as illustrated in below figure.
Figure: (a)Spectrum of a signal (b) Spectrum of an undersampled version of the signal
exhibiting the aliasing phenomenon
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 11
Corrective Measures for Aliasing
1. Prior to sampling, a low-pass anti-aliasing filter is used to
attenuate those high frequency components of the signal that
are not essential to the information being conveyed by the
signal.
2. The filtered signal is sampled at a rate slightly higher than the
Nyquist rate. Also, it has the beneficial effect of easing the
design of the reconstruction filter used to recover the original
signal from its sampled version.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 12
Figure: (a) Anti-alias filtered spectrum of an information bearing signal (b) Spectrum of
instantaneously sampled version of the signal, assuming the use of a sampling rate greater
than the Nyquist rate (c) Magnitude response of reconstruction filter
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 13
Pulse Analog Modulation
• In analog modulation systems, some parameter of a sinusoidal
carrier is varied according to the instantaneous value of the
modulating signal.
• In Pulse modulation methods, the carrier is no longer a
continuous signal but consists of a pulse train. Some parameter
of which is varied according to the instantaneous value of the
modulating signal.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 14
Types of Pulse Modulation
Pulse Modulation
Pulse Digital
Modulation
Pulse Analog
Modulation
PAM
PPM
PWM
PCM
DPCM
DM & ADM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 15
Pulse Amplitude Modulation
• The amplitude of the pulses of the carrier pulse train is
varied in accordance with the modulating signal, that is
amplitude of the pulses depends on the value of m(t)
during the time of pulse.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 16
Pulse Amplitude Modulation
• In fact the pulses in a PAM signal may of Flat-top type or
natural type or ideal type.
• The Flat-top PAM is most popular and is widely used.
The reason for using Flat-top PAM is that during the
transmission, the noise interferes with the top of the
transmitted pulses and this noise can be easily removed if
the PAM pulse as Flat-top.
• In natural samples PAM signal, the pulse has varying top
in accordance with the signal variation. Such type of
pulse is received at the receiver, it is always contaminated
by noise. Then it becomes quite difficult to determine the
shape of the top of the pulse and thus amplitude detection
of the pulse is not exact.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 17
Generation of PAM
• There are two operations involved in the generation of PAM
signal
1. Instantaneous sampling of the message signal m(t) every Ts
seconds, where the sampling rate fs = 1/Ts is chosen in
accordance with the sampling theorem.
2. Lengthening the duration of each sample so obtained to some
constant value T.
Figure: PAM signal
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 18
Sample and Hold Circuit for Generating
Flat-top sampled PAM
Figure: (a) Sample and hold circuit generating flat top sampled PAM
(b) Waveforms of flat top sampled PAM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 19
• The sample and hold circuit consists of two Field Effect
Transistor switches and a capacitor.
• The sampling switch is closed for a short duration by a short
pulse applied to the gate G1 of the transistor. During this
period, the capacitor C is quickly charged up to a voltage equal
to the instantaneous sample value of the incoming signal.
• Now, the sampling switch is opened and the capacitor holds
the charge. The discharge switch is then closed by a pulse
applied to gate G2 of the other transistor. Due to this, the
capacitor is discharged to zero volts. The discharges switch is
then opened and thus capacitor has no voltage. Hence the
output of the sample and hold circuit consists of a sequence of
flat-top samples as shown in figure.
Sample and Hold Circuit for Generating
Flat-top sampled PAM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 20
Mathematical Representation of PAM
• We may express the PAM signal as
where
Ts = sampling period
m(nTs) = sample value of m(t) obtained at t = nTs
h(t) = standard rectangular pulse of unit amplitude and duration
T and it is defined as
The spectrum of flat-top PAM signal is
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 21
Naturally Sampled PAM signal
• The natural sampling is basically pulse amplitude modulation.
Therefore it is called naturally sampled PAM signal.
• The time-domain representation of a naturally sampled PAM
signal will be given as
• The frequency spectrum of naturally sampled PAM signal will
be given as
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 22
• The instantaneous sampling is basically PAM. It is called
ideally or instantaneously sampled PAM signal.
• The time-domain representation of a ideally sampled
PAM signal will be given as
• The frequency domain representation i.e., frequency
spectrum of a ideally sampled PAM signal will be given
as
Ideally Sampled PAM signal
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 23
Transmission Bandwidth of PAM
• In PAM signal the pulse duration τ is assumed to be very small
compared to time period Ts between the two samples i.e τ< Ts
• If the maximum frequency in the modulating signal x(t) is fm
then sampling frequency fs is given by fs>=2fm Or 1/Ts >=
2fm or Ts <= 1/2fm
Therefore, τ < < Ts <= 1/2fm
• If ON and OFF time of PAM pulse is equal then maximum
frequency of PAM pulse will be fmax = 1/ τ+ τ = 1/2 τ
Therefore, transmission bandwidth >=fmax
But fmax=1/2 τ
B.W>=1/2 τ
B.W>=1/2 τ >>fm
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 24
Demodulation of PAM
• The distortion caused by the use of PAM to transmit an analog
information bearing signal is referred to as the aperture effect.
This distortion may be corrected by connecting an equalizer in
cascade with the low-pass reconstruction filter as shown in fig.
• The equalizer has the effect of decreasing the in-band loss of
the reconstruction filter as the frequency increases in such a
manner as to compensate for the aperture effect.
Reconstruction
Filter
Equalizer
PAM signal
s(t)
Message signal
m(t)
Figure: System for recovering message signal m(t) from PAM signal s(t)
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 25
• Ideally, the magnitude response of the equalizer is given by
• The amount of equalization needed in practice is usually
small.
Advantages of PAM :
• It is the simple and simple process for modulation and
demodulation
• Transmitter and receiver circuits are simple and easy to
construct.
Demodulation of PAM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 26
Drawbacks of PAM signal
• The bandwidth required for the transmission of a PAM
signal is very large in comparison to the maximum
frequency present in the modulating signal.
• Since the amplitude of the PAM pulses varies in
accordance with the modulating signal therefore the
interference of noise is maximum in a PAM signal. This
noise cannot be removed easily.
• Since the amplitude of the PAM pulses varies, therefore,
this also varies the peak power required by the transmitter
with modulating signal.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 27
Pulse Time Modulation (PTM)
• In pulse time modulation, amplitude of pulse is held
constant, whereas position of pulse or width of pulse is
made proportional to the amplitude of signal at the
sampling instant.
• There are two types of pulse time modulation.
i. Pulse Width Modulation
ii. Pulse Position Modulation
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 28
Pulse Width Modulation
• PWM is also called Pulse Duration Modulation (PDM), Pulse
Length Modulation (PLM) and
Definition:
In PWM, Width of the pulses of the carrier pulse train is varied
in accordance with the modulating signal.
Figure: Illustration of PWM (a) Modulating signal (b) Pulse Carrier (c) PWM signal
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 29
PWM Generation
Direct Method of PWM generation using Monostable
Multivibrator
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 30
• We know that stable state for this type of multivibrator is T1
Off and T2 On.
• The applied trigger pulse switches T1 ON, whereupon the
voltage at C1 falls as T1 now begins to draw collector current.
• The voltage at B2 follows C1 and T2 is switched off by
regenerative action.
• As soon as this happens, C begins to charge up to the collector
supply potential through R.
• After a time determined by the supply voltage and RC time
constant of the charging network, B2 becomes sufficiently
positive to switch T2 on.
• T1 is simultaneously switched off by regenerative action and
stays OFF until the arrival of the next trigger pulse.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 31
• The voltage at the base of T2 must reach to allow T2 to turn
on, is slightly more positive than the voltage across the
common emitter resistor Rk. This voltage depends on the
current flowing through the circuit, which at the time is the
collector current of T1(at that
time T1 ON)
• The collector current depends on the base bias, which is
controlled by the instantaneous changes in the applied signal
voltage.
• The applied modulating voltage control the voltage to which
B2 must rise to switch T2 ON. Since the voltage rise is linear,
the modulating voltage is seen to control the period of time
during which T2 is OFF.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 32
PWM Demodulation
PWM to
PAM
converter
Low-Pass
Filter
PWM
signal
Message
signal
Figure: PWM Demodulator Circuit
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 33
• The transistor T1 works as an inverter. Hence during the time
interval A –B, when the PWM signal is high, the input to the
transistor T2 is low.Therefore, during this time interval, the
transistor T2 is cut-off and the capacitor C gets charged
through an R-C combination.
• During the time interval B –C when the PWM signal is low,
the input to the transistor T2 is high, and it gets saturated.The
capacitor C then discharges very rapidly through T2. The
collector voltage of T2 during the interval B-C is then low.
Thus the waveform at the collector of T2 is more or less a saw-
tooth waveform whose envelope is the modulating signal.
• When this is passed through a second – order OP-AMP low
pass filter, we get the desired demodulated output
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 34
PWM Demodulation
Schmitt
Trigger
Ramp
Generator
LPF
Synchronization
Pulse Generator
Adder
Level
Shifter
Rectifier
Demodulated
Output
PWM signal
Figure: PWM Detector
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 35
PWM Demodulation Contd.,
Figure: Waveforms for
PWM detection circuit
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 36
• The received PWM signal is applied to the schmitt trigger
circuit. This schmitt trigger circuit removes the noise in the
PWM waveform.
• The regenerated PWM is then applied to the ramp generator
and the synchronization pulse detector. The ramp generator
produces ramps for the duration of pulses such that height of
ramps are proportional to the width of PWM pulses.
• The maximum ramp voltage is retained till the next pulse. On
the other hand, synchronous pulse detector produces reference
pulses with constant amplitude and pulse width. These pulses
are delayed for specific amount of delay as shown in figure.
• The delayed reference pulses and the output of ramp generator
is added with the help of adder. The output of adder is given
to the level shifter. Here, negative offset shifts the waveform
as shown in figure.
PWM Demodulation
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 37
• The negative part of the waveform is clipped by rectifier.
• Finally, the output of rectifier is passed through lowpass filter
to recover the modulating signal.
Advantages of PWM:
• Noise is less, since in PWM, amplitude is held constant.
• Signal and noise separation is very easy
• PWM communication does not required synchronization
between transmitter and receiver.
Disadvantages of PWM:
• In PWM, pulses are varying in width and therefore their power
contents are variable this requires that the transmitter must be
able to handle the power content of the pulse having maximum
pulse width.
• Large bandwidth is required for the PWM as compared to
PAM
PWM Demodulation
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 38
Pulse Position Modulation (PPM)
Definition:
In PPM, the position of the pulse relative to its un-modulated
time occurrence is varied in accordance with the message
signal.
Modulating wave
PWM wave
Pulse carrier
PPM wave
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 39
PPM Generation
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 40
PPM Generation
• PPM generator consists of differentiator and monostable
multivibrator.
• The differentiator generates positive and negative spikes
corresponding to leading and trailing edges of the PWM
waveform.
• Diode D1 is used to bypass the positive spikes
• The negative spikes are used to trigger the multivibrator.
• The monostable multivibrator then generates the pulses of
same width and amplitude with reference to the trigger to give
PPM waveform as shown in figure.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 41
Demodulation of PPM
PPM to PAM
converter
Low-Pass
Filter
PPM
signal
Message
signal
Figure: PWM Demodulator Circuit
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 42
• This utilizes the fact that the gaps between the pulses of a PPM
signal contain the information regarding the modulating signal.
• During the gap A- B between the pulses, the transmitter is cut-
off, and the capacitor C gets charged through the R-C
combination. During the pulse duration B-C, the capacitor
discharges through the transistor, and the collector voltage
becomes low.
• Thus the waveform at the collector is approximately a saw
tooth waveform whose envelope is the modulating signal.
• When this is passed through a second order OP- AMP low pass
filter, we get the desired demodulated output.
Demodulation of PPM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 43
PPM
Advantages of PPM:
• Like PWM, in PPM, amplitude is held constant thus less noise
interference.
• Signal and noise separation is very easy
• Because of constant pulse widths and amplitudes, transmission
power for each pulse is same
Disadvantages of PWM:
• Synchronization between transmitter and receiver is required.
• Large bandwidth is required for the PPM as compared to PAM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 44
Comparison between PAM, PWM & PPM
S.
No
PAM PWM/PDM PPM
1
Amplitude of the pulse
is proportional to the
amplitude of modulating
signal
Width of the pulse is
proportional to amplitude
of modulating signal.
The relative position of
the pulse is proportional
to the amplitude of
modulating signal.
2
The bandwidth of the
transmission channel
depends on width of the
pulse
Bandwidth of transmission
channel depends on rise
time of the pulse.
Bandwidth of
transmission channel
depends on rise time of
the pulse.
3
The instantaneous
power of the
transmitter varies
with amplitude of
pulses.
The instantaneous
power of the transmitter
varies with width of
pulses
The instantaneous
power of the
transmitter remains
constant with
width of pulses.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 45
S.
No
PAM PWM/PDM PPM
4
Noise interference is
high
Noise interference is
minimum
Noise interference is
minimum
5 System is complex Simple is implement Simple is implement
6
Similar to Amplitude
modulation
Similar to frequency
modulation
Simple to Phase
modulation
Comparison between PAM, PWM & PPM
Contd.,
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 46
SYNCHRONIZATION
• PAM
• PWM
• PPM
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 47
Time Division Multiplexing (TDM)
• An important feature of the sampling process is a conservation
of time. That is, the transmission of the message samples
engages the communication channel for only a fraction of the
sampling interval on a periodic basis, and in this way some of
the time interval between adjacent samples is cleared for use
by other independent message sources on a time-shared basis.
• Time Division Multiplex (TDM) is a system, which enables
the joint utilization of common communication channel by a
plurality of independent message sources without mutual
interference among them.
• The concept of TDM is illustrated by the block diagram shown
below.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 48
TDM Contd.,
Figure: Block diagram of TDM system
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 49
• Each input message signal is first restricted in bandwidth by a
low-pass anti-aliasing filter to remove the frequencies that are
nonessential to an adequate signal representation.
• The LPF outputs are applied to commutator. The function of
the commutator is two fold
1. To take a narrow sample of each of the N input messages at a
rate fs that is slightly higher than 2W, where W is the cutoff
frequency of the anti-aliasing filter.
2. To sequentially interleave these N samples inside the
sampling interval Ts.
• The multiplexed signal is applied to a pulse modulator, the
purpose of which is to transform the multiplexed signal into a
form suitable for transmission over the common channel.
TDM Contd.,
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 50
• At the receiving end of the system, the received signal is
applied to the pulse demodulator, which performs the reverse
operation of the pulse modulator.
• The narrow samples produced at the pulse demodulator output
are distributed to the appropriate low-pass reconstruction
filters by means of a decommutator, which operates in
synchronism with the commutator in the transmitter.
Synchronization depends on the method of pulse modulation
used to transmit the multiplexed sequence of samples.
TDM Contd.,
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 51
1 rotation
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 52
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 53
Problem
• 5 message signals, each having frequency of 2
KHz are multiplexed using TDM. Number of
quantization levels used are 256. Find
transmission bandwidth of the system.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 54
• Given that N = 5, fm = 2 KHz,
L = 256 levels then n = 8
We know that NR = 2fm
fs = NR = 2fm = 4 KHz
Solution
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 55
Problems on TDM
• 10 signals, each band limited to 2KHz are multiplexed using
TDM. Time taken by commutator to make one complete
rotation is 125 microseconds. Find bit rate of the transmitter
if 5 bit encoder is used.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 56
Solution
• Given that
N = 10, fm = 2 KHz, Ts = 125 microseconds
n = 5 bits/sample
Bit rate
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 57
Problem
10 sinusoidal message signals, each having
frequency of 10 KHz are multiplexed using
TDM. Sampling rate is 25% higher than the
NR. Maximum quantization error can be at
most of 1% of peak to peak amplitude of
message signal. 5 number of synchronization
bits are transmitted at the end of each frame.
Find Bit rate of the transmitter?
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 58
Solution
• Given that
N = 10, fm = 10 KHz, fs = 1.25NR , a = 5
Now
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 59
Solution contd.,
• Bit rate
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 60
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 61
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 62
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 63
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 64
Three message signals each bandlimited to 5 KHz are multiplexed
using FDM. Guard band is 1 Khz. Find multiplexed signal
bandwidth ,if the modulation schemes used are AM,DSB and SSB
respectively.
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 65
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 66
6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 67
References
Prof.Ch.Srinivasa Rao - JNTUK - UCEV 68
❑ Communication Systems by Simon Haykin, Wiley, 2nd Edition.
❑ Principle of Communication System by Taub ,Schilling & Saha,
TMH.
❑ Modern digital and Analog Communications system by BP Lathi,
Ding and Gupta, Oxford.
❑ Electronic Communication Systems by Kennedy and Davis, TMH.
❑ Communication Systems Analog and Digital by Singh and Sapre,
TMH
6/5/2020
Prof.Ch.Srinivasa Rao - JNTUK - UCEV 69
6/5/2020

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a159143892914.pdf

  • 1. JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY KAKINADA KAKINADA – 533 001 , ANDHRA PRADESH Analog Communication 26-05-2020 to 06-07-2020 Prof. Ch. Srinivasa Rao Dept. of ECE, JNTUK-UCE Vizianagaram GATE Coaching Classes as per the Direction of Ministry of Education GOVERNMENT OF ANDHRA PRADESH
  • 2. Analog Communication-Day 10, 04-06-2020 Presentation Outline Pulse Analog Modulation: – Sampling Theory and applications – Pulse Analog Modulation- PAM, PWM, PPM – Time Division Multiplexing – Problems Prof.Ch.Srinivasa Rao - JNTUK - UCEV 2 6/5/2020
  • 3. Prof.Ch.Srinivasa Rao - JNTUK - UCEV 3 • At the end of this Session, Student will be able to learn: • LO 1 : Applications of Sampling Theory • LO 2 : Pulse Analog Modulation • LO 3 : Time Division Multiplexing Learning Outcomes 6/5/2020
  • 4. PULSE ANALOG MODULATION 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 4
  • 5. Definition: An analog signal is converted into a corresponding sequence of samples that are usually spaced uniformly in time. Sampling Process Figure: Illustration of sampling process. (a) Analog waveform (b) Instantaneously sampled representation of the analog Signal 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 5
  • 6. • Where G(f) is the Fourier Transform of the original signal g(t), and is the sampling rate. • The above equation states that the process of uniformly sampling a continuous time signal of finite energy results in a periodic spectrum with a period equal to sampling rate. (1) (2) (3) 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 6
  • 7. • Suppose, that the signal g(t) is strictly band-limited, with no frequency components higher than W Hertz. That is, the Fourier transform of g(t) has the property that G(f) is zero for , as illustrated in below figure. Also we choose, Ts = 1/2W, then the corresponding spectrum shown in figure b. Sampling Process Contd., Figure: (a)Spectrum of a strictly band-limited signal g(t) (b) Spectrum of the sampled version of g(t) for a sampling period Ts=1/2W 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 7
  • 8. Hence, under the following two conditions, 1. 2. We find from equation (5) that The Fourier Transform of may also be expressed as (4) (5) Sampling Process Contd., (6) substitute equation (4) into the above equation, we may also write 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 8
  • 9. • Therefore, if the sampled values of g(n/2W) of a signal g(t) are specified for all n, then the Fourier transform G(f) of the signal is uniquely determined using eq (7). Because the sequence g(n/2W) has all the information contained in g(t). • The expression for reconstructing the original signal g(t) from the sequence of sample values {g(n/2W)} is • playing the role of an interpolation function. Each sample is multiplied by a delayed version of interpolation function, and all the resulting waveforms are added to obtain g(t) Sampling Process Contd., (7) (8) 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 9
  • 10. Sampling Theorem • A band-limited signal of finite energy, which has no frequency components higher than W Hertz, is completely described by specifying the values of the signal at instants of time seperated by 1/2W seconds. OR • A band-limited signal of finite energy, which has no frequency components higher than W Hertz, may be completely recovered from a knowledge of its samples taken at the rate of 2W samples per second. • The sampling rate of 2W samples per second, for a signal bandwidth of W Hertz, is called Nyquist rate; its reciprocal 1/2W is called Nyquist interval. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 10
  • 11. Aliasing Effect • If , an information bearing signal is not strictly band-limited, some aliasing is produced by the sampling process. • Aliasing refers to the phenomenon of a high frequency component in the spectrum of the signal seemingly taking on the identity of a lower frequency in the spectrum of its sampled version, as illustrated in below figure. Figure: (a)Spectrum of a signal (b) Spectrum of an undersampled version of the signal exhibiting the aliasing phenomenon 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 11
  • 12. Corrective Measures for Aliasing 1. Prior to sampling, a low-pass anti-aliasing filter is used to attenuate those high frequency components of the signal that are not essential to the information being conveyed by the signal. 2. The filtered signal is sampled at a rate slightly higher than the Nyquist rate. Also, it has the beneficial effect of easing the design of the reconstruction filter used to recover the original signal from its sampled version. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 12
  • 13. Figure: (a) Anti-alias filtered spectrum of an information bearing signal (b) Spectrum of instantaneously sampled version of the signal, assuming the use of a sampling rate greater than the Nyquist rate (c) Magnitude response of reconstruction filter 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 13
  • 14. Pulse Analog Modulation • In analog modulation systems, some parameter of a sinusoidal carrier is varied according to the instantaneous value of the modulating signal. • In Pulse modulation methods, the carrier is no longer a continuous signal but consists of a pulse train. Some parameter of which is varied according to the instantaneous value of the modulating signal. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 14
  • 15. Types of Pulse Modulation Pulse Modulation Pulse Digital Modulation Pulse Analog Modulation PAM PPM PWM PCM DPCM DM & ADM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 15
  • 16. Pulse Amplitude Modulation • The amplitude of the pulses of the carrier pulse train is varied in accordance with the modulating signal, that is amplitude of the pulses depends on the value of m(t) during the time of pulse. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 16
  • 17. Pulse Amplitude Modulation • In fact the pulses in a PAM signal may of Flat-top type or natural type or ideal type. • The Flat-top PAM is most popular and is widely used. The reason for using Flat-top PAM is that during the transmission, the noise interferes with the top of the transmitted pulses and this noise can be easily removed if the PAM pulse as Flat-top. • In natural samples PAM signal, the pulse has varying top in accordance with the signal variation. Such type of pulse is received at the receiver, it is always contaminated by noise. Then it becomes quite difficult to determine the shape of the top of the pulse and thus amplitude detection of the pulse is not exact. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 17
  • 18. Generation of PAM • There are two operations involved in the generation of PAM signal 1. Instantaneous sampling of the message signal m(t) every Ts seconds, where the sampling rate fs = 1/Ts is chosen in accordance with the sampling theorem. 2. Lengthening the duration of each sample so obtained to some constant value T. Figure: PAM signal 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 18
  • 19. Sample and Hold Circuit for Generating Flat-top sampled PAM Figure: (a) Sample and hold circuit generating flat top sampled PAM (b) Waveforms of flat top sampled PAM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 19
  • 20. • The sample and hold circuit consists of two Field Effect Transistor switches and a capacitor. • The sampling switch is closed for a short duration by a short pulse applied to the gate G1 of the transistor. During this period, the capacitor C is quickly charged up to a voltage equal to the instantaneous sample value of the incoming signal. • Now, the sampling switch is opened and the capacitor holds the charge. The discharge switch is then closed by a pulse applied to gate G2 of the other transistor. Due to this, the capacitor is discharged to zero volts. The discharges switch is then opened and thus capacitor has no voltage. Hence the output of the sample and hold circuit consists of a sequence of flat-top samples as shown in figure. Sample and Hold Circuit for Generating Flat-top sampled PAM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 20
  • 21. Mathematical Representation of PAM • We may express the PAM signal as where Ts = sampling period m(nTs) = sample value of m(t) obtained at t = nTs h(t) = standard rectangular pulse of unit amplitude and duration T and it is defined as The spectrum of flat-top PAM signal is 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 21
  • 22. Naturally Sampled PAM signal • The natural sampling is basically pulse amplitude modulation. Therefore it is called naturally sampled PAM signal. • The time-domain representation of a naturally sampled PAM signal will be given as • The frequency spectrum of naturally sampled PAM signal will be given as 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 22
  • 23. • The instantaneous sampling is basically PAM. It is called ideally or instantaneously sampled PAM signal. • The time-domain representation of a ideally sampled PAM signal will be given as • The frequency domain representation i.e., frequency spectrum of a ideally sampled PAM signal will be given as Ideally Sampled PAM signal 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 23
  • 24. Transmission Bandwidth of PAM • In PAM signal the pulse duration τ is assumed to be very small compared to time period Ts between the two samples i.e τ< Ts • If the maximum frequency in the modulating signal x(t) is fm then sampling frequency fs is given by fs>=2fm Or 1/Ts >= 2fm or Ts <= 1/2fm Therefore, τ < < Ts <= 1/2fm • If ON and OFF time of PAM pulse is equal then maximum frequency of PAM pulse will be fmax = 1/ τ+ τ = 1/2 τ Therefore, transmission bandwidth >=fmax But fmax=1/2 τ B.W>=1/2 τ B.W>=1/2 τ >>fm 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 24
  • 25. Demodulation of PAM • The distortion caused by the use of PAM to transmit an analog information bearing signal is referred to as the aperture effect. This distortion may be corrected by connecting an equalizer in cascade with the low-pass reconstruction filter as shown in fig. • The equalizer has the effect of decreasing the in-band loss of the reconstruction filter as the frequency increases in such a manner as to compensate for the aperture effect. Reconstruction Filter Equalizer PAM signal s(t) Message signal m(t) Figure: System for recovering message signal m(t) from PAM signal s(t) 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 25
  • 26. • Ideally, the magnitude response of the equalizer is given by • The amount of equalization needed in practice is usually small. Advantages of PAM : • It is the simple and simple process for modulation and demodulation • Transmitter and receiver circuits are simple and easy to construct. Demodulation of PAM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 26
  • 27. Drawbacks of PAM signal • The bandwidth required for the transmission of a PAM signal is very large in comparison to the maximum frequency present in the modulating signal. • Since the amplitude of the PAM pulses varies in accordance with the modulating signal therefore the interference of noise is maximum in a PAM signal. This noise cannot be removed easily. • Since the amplitude of the PAM pulses varies, therefore, this also varies the peak power required by the transmitter with modulating signal. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 27
  • 28. Pulse Time Modulation (PTM) • In pulse time modulation, amplitude of pulse is held constant, whereas position of pulse or width of pulse is made proportional to the amplitude of signal at the sampling instant. • There are two types of pulse time modulation. i. Pulse Width Modulation ii. Pulse Position Modulation 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 28
  • 29. Pulse Width Modulation • PWM is also called Pulse Duration Modulation (PDM), Pulse Length Modulation (PLM) and Definition: In PWM, Width of the pulses of the carrier pulse train is varied in accordance with the modulating signal. Figure: Illustration of PWM (a) Modulating signal (b) Pulse Carrier (c) PWM signal 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 29
  • 30. PWM Generation Direct Method of PWM generation using Monostable Multivibrator 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 30
  • 31. • We know that stable state for this type of multivibrator is T1 Off and T2 On. • The applied trigger pulse switches T1 ON, whereupon the voltage at C1 falls as T1 now begins to draw collector current. • The voltage at B2 follows C1 and T2 is switched off by regenerative action. • As soon as this happens, C begins to charge up to the collector supply potential through R. • After a time determined by the supply voltage and RC time constant of the charging network, B2 becomes sufficiently positive to switch T2 on. • T1 is simultaneously switched off by regenerative action and stays OFF until the arrival of the next trigger pulse. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 31
  • 32. • The voltage at the base of T2 must reach to allow T2 to turn on, is slightly more positive than the voltage across the common emitter resistor Rk. This voltage depends on the current flowing through the circuit, which at the time is the collector current of T1(at that time T1 ON) • The collector current depends on the base bias, which is controlled by the instantaneous changes in the applied signal voltage. • The applied modulating voltage control the voltage to which B2 must rise to switch T2 ON. Since the voltage rise is linear, the modulating voltage is seen to control the period of time during which T2 is OFF. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 32
  • 33. PWM Demodulation PWM to PAM converter Low-Pass Filter PWM signal Message signal Figure: PWM Demodulator Circuit 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 33
  • 34. • The transistor T1 works as an inverter. Hence during the time interval A –B, when the PWM signal is high, the input to the transistor T2 is low.Therefore, during this time interval, the transistor T2 is cut-off and the capacitor C gets charged through an R-C combination. • During the time interval B –C when the PWM signal is low, the input to the transistor T2 is high, and it gets saturated.The capacitor C then discharges very rapidly through T2. The collector voltage of T2 during the interval B-C is then low. Thus the waveform at the collector of T2 is more or less a saw- tooth waveform whose envelope is the modulating signal. • When this is passed through a second – order OP-AMP low pass filter, we get the desired demodulated output 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 34
  • 36. PWM Demodulation Contd., Figure: Waveforms for PWM detection circuit 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 36
  • 37. • The received PWM signal is applied to the schmitt trigger circuit. This schmitt trigger circuit removes the noise in the PWM waveform. • The regenerated PWM is then applied to the ramp generator and the synchronization pulse detector. The ramp generator produces ramps for the duration of pulses such that height of ramps are proportional to the width of PWM pulses. • The maximum ramp voltage is retained till the next pulse. On the other hand, synchronous pulse detector produces reference pulses with constant amplitude and pulse width. These pulses are delayed for specific amount of delay as shown in figure. • The delayed reference pulses and the output of ramp generator is added with the help of adder. The output of adder is given to the level shifter. Here, negative offset shifts the waveform as shown in figure. PWM Demodulation 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 37
  • 38. • The negative part of the waveform is clipped by rectifier. • Finally, the output of rectifier is passed through lowpass filter to recover the modulating signal. Advantages of PWM: • Noise is less, since in PWM, amplitude is held constant. • Signal and noise separation is very easy • PWM communication does not required synchronization between transmitter and receiver. Disadvantages of PWM: • In PWM, pulses are varying in width and therefore their power contents are variable this requires that the transmitter must be able to handle the power content of the pulse having maximum pulse width. • Large bandwidth is required for the PWM as compared to PAM PWM Demodulation 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 38
  • 39. Pulse Position Modulation (PPM) Definition: In PPM, the position of the pulse relative to its un-modulated time occurrence is varied in accordance with the message signal. Modulating wave PWM wave Pulse carrier PPM wave 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 39
  • 41. PPM Generation • PPM generator consists of differentiator and monostable multivibrator. • The differentiator generates positive and negative spikes corresponding to leading and trailing edges of the PWM waveform. • Diode D1 is used to bypass the positive spikes • The negative spikes are used to trigger the multivibrator. • The monostable multivibrator then generates the pulses of same width and amplitude with reference to the trigger to give PPM waveform as shown in figure. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 41
  • 42. Demodulation of PPM PPM to PAM converter Low-Pass Filter PPM signal Message signal Figure: PWM Demodulator Circuit 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 42
  • 43. • This utilizes the fact that the gaps between the pulses of a PPM signal contain the information regarding the modulating signal. • During the gap A- B between the pulses, the transmitter is cut- off, and the capacitor C gets charged through the R-C combination. During the pulse duration B-C, the capacitor discharges through the transistor, and the collector voltage becomes low. • Thus the waveform at the collector is approximately a saw tooth waveform whose envelope is the modulating signal. • When this is passed through a second order OP- AMP low pass filter, we get the desired demodulated output. Demodulation of PPM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 43
  • 44. PPM Advantages of PPM: • Like PWM, in PPM, amplitude is held constant thus less noise interference. • Signal and noise separation is very easy • Because of constant pulse widths and amplitudes, transmission power for each pulse is same Disadvantages of PWM: • Synchronization between transmitter and receiver is required. • Large bandwidth is required for the PPM as compared to PAM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 44
  • 45. Comparison between PAM, PWM & PPM S. No PAM PWM/PDM PPM 1 Amplitude of the pulse is proportional to the amplitude of modulating signal Width of the pulse is proportional to amplitude of modulating signal. The relative position of the pulse is proportional to the amplitude of modulating signal. 2 The bandwidth of the transmission channel depends on width of the pulse Bandwidth of transmission channel depends on rise time of the pulse. Bandwidth of transmission channel depends on rise time of the pulse. 3 The instantaneous power of the transmitter varies with amplitude of pulses. The instantaneous power of the transmitter varies with width of pulses The instantaneous power of the transmitter remains constant with width of pulses. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 45
  • 46. S. No PAM PWM/PDM PPM 4 Noise interference is high Noise interference is minimum Noise interference is minimum 5 System is complex Simple is implement Simple is implement 6 Similar to Amplitude modulation Similar to frequency modulation Simple to Phase modulation Comparison between PAM, PWM & PPM Contd., 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 46
  • 47. SYNCHRONIZATION • PAM • PWM • PPM 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 47
  • 48. Time Division Multiplexing (TDM) • An important feature of the sampling process is a conservation of time. That is, the transmission of the message samples engages the communication channel for only a fraction of the sampling interval on a periodic basis, and in this way some of the time interval between adjacent samples is cleared for use by other independent message sources on a time-shared basis. • Time Division Multiplex (TDM) is a system, which enables the joint utilization of common communication channel by a plurality of independent message sources without mutual interference among them. • The concept of TDM is illustrated by the block diagram shown below. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 48
  • 49. TDM Contd., Figure: Block diagram of TDM system 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 49
  • 50. • Each input message signal is first restricted in bandwidth by a low-pass anti-aliasing filter to remove the frequencies that are nonessential to an adequate signal representation. • The LPF outputs are applied to commutator. The function of the commutator is two fold 1. To take a narrow sample of each of the N input messages at a rate fs that is slightly higher than 2W, where W is the cutoff frequency of the anti-aliasing filter. 2. To sequentially interleave these N samples inside the sampling interval Ts. • The multiplexed signal is applied to a pulse modulator, the purpose of which is to transform the multiplexed signal into a form suitable for transmission over the common channel. TDM Contd., 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 50
  • 51. • At the receiving end of the system, the received signal is applied to the pulse demodulator, which performs the reverse operation of the pulse modulator. • The narrow samples produced at the pulse demodulator output are distributed to the appropriate low-pass reconstruction filters by means of a decommutator, which operates in synchronism with the commutator in the transmitter. Synchronization depends on the method of pulse modulation used to transmit the multiplexed sequence of samples. TDM Contd., 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 51
  • 52. 1 rotation 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 52
  • 53. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 53
  • 54. Problem • 5 message signals, each having frequency of 2 KHz are multiplexed using TDM. Number of quantization levels used are 256. Find transmission bandwidth of the system. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 54
  • 55. • Given that N = 5, fm = 2 KHz, L = 256 levels then n = 8 We know that NR = 2fm fs = NR = 2fm = 4 KHz Solution 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 55
  • 56. Problems on TDM • 10 signals, each band limited to 2KHz are multiplexed using TDM. Time taken by commutator to make one complete rotation is 125 microseconds. Find bit rate of the transmitter if 5 bit encoder is used. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 56
  • 57. Solution • Given that N = 10, fm = 2 KHz, Ts = 125 microseconds n = 5 bits/sample Bit rate 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 57
  • 58. Problem 10 sinusoidal message signals, each having frequency of 10 KHz are multiplexed using TDM. Sampling rate is 25% higher than the NR. Maximum quantization error can be at most of 1% of peak to peak amplitude of message signal. 5 number of synchronization bits are transmitted at the end of each frame. Find Bit rate of the transmitter? 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 58
  • 59. Solution • Given that N = 10, fm = 10 KHz, fs = 1.25NR , a = 5 Now 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 59
  • 60. Solution contd., • Bit rate 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 60
  • 61. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 61
  • 62. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 62
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  • 64. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 64
  • 65. Three message signals each bandlimited to 5 KHz are multiplexed using FDM. Guard band is 1 Khz. Find multiplexed signal bandwidth ,if the modulation schemes used are AM,DSB and SSB respectively. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 65
  • 66. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 66
  • 67. 6/5/2020 Prof.Ch.Srinivasa Rao - JNTUK - UCEV 67
  • 68. References Prof.Ch.Srinivasa Rao - JNTUK - UCEV 68 ❑ Communication Systems by Simon Haykin, Wiley, 2nd Edition. ❑ Principle of Communication System by Taub ,Schilling & Saha, TMH. ❑ Modern digital and Analog Communications system by BP Lathi, Ding and Gupta, Oxford. ❑ Electronic Communication Systems by Kennedy and Davis, TMH. ❑ Communication Systems Analog and Digital by Singh and Sapre, TMH 6/5/2020
  • 69. Prof.Ch.Srinivasa Rao - JNTUK - UCEV 69 6/5/2020