3. Noise in communication systems
• Thermal noise is described by a zero-mean white Gaussian random
process, n(t).
• Its PSD is flat, hence, it is called white noise.
Autocorrelation function
Probability density function
Power spectral density
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4. Signal transmission through linear systems
Input Output
Linear system
–Deterministic signals:
–Random signals:
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6. Bandwidth of signal
• Baseband versus bandpass:
• Bandwidth dilemma:
• Bandlimited signals are not realizable!
• Realizable signals have infinite bandwidth!
Baseband
signal
Bandpass
signal
Local oscillator
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7. Bits per PCM Word
PCM word size
How many bits shall we assign to each analog sample?
p
l
p
p
L
pV
L
V
L
Vq
e
pVe
l
pp
pp
pp
pp
2
1
log
2
1
2
2
1
2
22
2
max
e: quantization error,
Vpp peak-to-peak voltage
q: quantization level
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9. Bandwidth of signal …
• Different definition of bandwidth:
a)
b)
c)
Half-power bandwidth
Noise equivalent bandwidth
Null-to-null bandwidth
d) Fractional power containment bandwidth
e) Bounded power spectral density
f) Absolute bandwidth
(a)
(b)
(c)
(d)
(e)50dB
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10. Spectral Efficiency
■ We can say that the Null-to-Null bandwidth is equal to 2/T. Where, T is
the width of the pulse.
■ In case of binary pulse we can only Transmit 1 bit per symbol (pulse).
In case of M-ary we can transmit log2(M).
■ Spectral efficiency is the number of bits transmitted per bandwidth
used. Thus, in case of binary pulses it is 1/(2/T). In case of M-ary it is
log2(M) /(2/T). We consider here NtoN Bandwidth
■ Binary pulses have less spectral efficiency as compared to M-ary.
However, the transmission of more bits per pulse will increase the
error probability. More bits per pulse means more erroneus bits.
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14. What is modulation ?
■ Modulation = Adding information to a carrier signal
■ Digital to Analog Modulation
– process of changing one of the characteristic of an
analog signal (typically a cosine wave) based on the
information in a digital signal
■ The cosine wave on which the characteristics of the
information signal are modulated is called a carrier
signal
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16. Signal characteristics that can
be modified
signal x(t) = A cos(2πft + Φ)
• A – amplitude
• f – frequency
• Φ – phase
• A- amplitude and phase together
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17. 5.87
Amplitude Shift Keying (ASK)
■ ASK is implemented by changing the
amplitude of a carrier signal to reflect
amplitude levels in the digital signal.
■ For example: a digital “1” could not affect the
signal, whereas a digital “0” would, by making
it zero.
■ The line encoding will determine the values of
the analog waveform to reflect the digital data
being carried.
18. Binary Vs M-ary Modulation
■ Binary: Only two modulation levels
■ M-ary: Two or more than Two modulation
levels
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25. 5.95
Frequency Shift Keying
■ The digital data stream changes the frequency of the carrier signal,
fc.
■ For example, a “1” could be represented by f1=fc +f, and a “0”
could be represented by f2=fc-f.
40. Average Energy per bit Vs
Average Energy per Symbol
■ Normally for a communication System Energy per bit is given
■ Difference between Bit duration and Symbol Duration
■ For Binary M-ary Schemes
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