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2023 pp.pdf
2023 pp
.pdf
School
HKU
*
*We aren't endorsed by this school
Course
ELEC 3249
Subject
Electrical Engineering
Date
Dec 17, 2024
Pages
13
Uploaded by BarristerStar15868
香
港
大
學
THE
UNIVERSITY
OF
HONG
KONG
Bachelor
of
Engineering
Department
of
Electrical
&
Electronic
Engineering
ELEC
3243:
Fundamentals
of
Next-Generation
Communications
Final
Examination
Date:
18
December
2023
UID:
Time:
2:30pm-5:30pm
Seat
number:
Section
I
/28
e
Answer
ALL
questions.
Section
IT
|
Ql
/23
e
Put
your
answers
on
the
answer
book.
Q2
/23
Q3
/26
Total
=
/100
Use
of
Electronic
Calculators:
Only
approved
calculators
as
announced
by
the
Examinations
Secretary
can
be
used
in
this
examination.
It
is
candidates’
responsibility
to
ensure
that
their
calculator
operates
satisfactorily,
and
candidates
must
record
the
name
and
type
of
the
calculator
used
on
the
front
page
of
the
examination
script.
page
1
of
13
ELEC
3243,
Dec.
18,
2023
Section
I.
Multiple-choice
questions
(28
marks)
For
each
question,
choose
the
best
option
among
the
available
choices.
One
mark
is
given
to
a
correct
answer.
Zero
mark
is
for
an
empty
or
incorrect
answer.
1.
Fading
of
the
received
radio
signals
in
a
mobile
communication
environment
occurs
because
of
...
(a)
Direct
propagation
(b)
Multipath
propagation
(c)
Bi-path
propapation
(d)
None
of
the
above
2.
In
which
of
the
following
is
frequency
spectrum
divided
into
smaller
spectra
and
allocated
to
each
user?
(a)
TDMA
(b)
CDMA
(c)
FDMA
(d)
FGMA
3.
An
antenna
which
attempts
to
direct
all
its
energy
in
a
particular
direction
is
called
as
a/an
(a)
Directional
antenna
(b)
One-to-one
antenna
(c)
Propagation
antenna
(d)
Single-direction
antenna
4.
What
is
the
dimension
of
object
as
compared
to
wavelength
of
propagating
wave
when
reflec-
tion
occurs?
(a)
Small
(b)
Same
page
2
of
13
ELEC
3243,
Dec.
18,
2023
(c)
Very
small
(d)
Large
5.
Which
of
the
following
is
not
a
channel
parameter?
(a)
Coherence
time
(b)
RMS
delay
spread
(c)
Doppler
spread
(d)
Bandwidth
6.
Which
of
the
following
is
an
important
factor
in
determining
spectral
efficiency
of
the
system?
(a)
Vocoder
(b)
Modulation
technique
(c)
Cell
size
(d)
Multiple
access
technique
7.
Fading
is
caused
by
interference.
(a)
True
(b)
False
(c)
It
depends
on
the
situations.
8.
Which
of
the
following
is
not
an
effect
caused
by
multipath
in
radio
channel?
(a)
Rapid
changes
in
signal
strength
(b)
Random
frequency
modulation
(c)
Power
of
base
station
(d)
Time
dispersion
9.
TDMA
allocates
a
single
time
per
frame
to
different
users.
(a)
True
(b)
False
page
3
of
13
ELEC
3243,
Dec.
18,
2023
(c)
It
depends
on
the
situations.
10.
What
is
the
time
duration
of
a
bit
if
data
is
transmitted
at
270.833
kbps
in
the
channel?
(a)
270.833
s
(b)
3
ps
(c)
3.692
pus
(d)
3.692
s
11.
Network
layer
at
source
is
responsible
for
creating
a
packet
from
data
coming
from
another
(a)
Station
(b)
Link
(c)
Node
(d)
Protocol
12.
Transmission
Control
Protocol/Internet
Protocol
(TCP/IP)
have
...
(a)
Four
layers
(b)
Five
layers
(c)
Six
layers
(d)
Seven
layers
13.
In
MIMO,
which
factor
has
the
greatest
influence
on
data
rates?
(a)
The
size
of
antenna
(b)
The
height
of
the
antenna
(c)
The
number
of
transmit
antennas
(d)
The
area
of
receive
antennas
14.
The
technique
that
makes
possible
the
task
of
listening
and
talking
in
communication
system
is
called
...
page
4
of
13
ELEC
3243,
Dec.
18,
2023
(a)
Simplexing
(b)
Duplexing
(c)
Modulating
(d)
Multiple
access
technique
15.
Why
neighbouring
stations
are
assigned
different
group
of
channels
in
cellular
system?
(a)
To
minimize
interference
(b)
To
minimize
area
(c)
To
maximize
throughput
(d)
To
maximize
capacity
of
each
cell
16.
Which
of
the
following
is
a
universally
adopted
shape
of
cell?
(a)
Square
(b)
Circle
(c)
Triangle
(d)
Hexagon
17.
Capacity
of
a
cellular
system
is
directly
proportional
to
...
(a)
Number
of
cells
(b)
Number
of
times
a
cluster
is
replicated
(c)
Number
of
Base
stations
(d)
Number
of
users
18.
Adjacent
channel
interference
can
be
minimized
through
...
(a)
Changing
frequency
of
base
stations
(b)
Careful
filtering
and
channel
assignments
(c)
Increasing
number
of
base
stations
(d)
Increasing
number
of
control
channels
page
5
of
13
ELEC
3243,
Dec.
18,
2023
19.
Which
layer
in
the
Internet
stack
has
the
role
of
delivering
packets
from
source
node
to
intermediate
nodes
and
eventually
to
destination
node
when
there
are
multiple
links
between
source
and
destination?
(a)
Physical
(b)
Transport
(c)
Application
(d)
Hardware
(e)
Data
link
(f)
Network
20.
Guard
band
is
(a)
The
bandwidth
allotted
to
the
signal
(b)
The
channel
spectrum
(c)
The
small
unused
bandwidth
between
the
frequency
channels
to
avoid
interference
(d)
The
spectrum
acquired
by
the
noise
between
the
signal
21.
The
channel
capacity
is
(a)
The
amplitude
of
the
modulated
signal
(b)
Information
contained
in
a
signal
(c)
The
maximum
information
transmitted
by
one
symbol
over
the
channel
(d)
All
of
the
above
22.
Given
that
H(P)
is
the
binary
entropy
function,
the
capacity
of
a
binary
symmetric
channel
18
(a)
H(P)*-1
(b)
H(P)-1
(c)
1-
H(P?
(d)
1—
H(P)
page
6
of
13
ELEC
3243,
Dec.
18,
2023
23.
Coherence
bandwidth
is
(a)
Channel
that
passes
all
spectral
components
with
equal
gain
(b)
The
bandwidth
of
modulated
signal
(c)
Channel
that
passes
all
spectral
components
with
linear
phase
(d)
Both
(a)
and
(c)
(e)
Both
(a)
and
(b)
24.
When
one
of
the
paths
(typically
a
line-of-sight
signal
or
some
strong
reflection
signals)
is
much
stronger
than
the
others,
which
fading
model
is
more
appropriate?
(a)
Ricean
fading
(b)
Rayleigh
fading
(c)
Both
(a)
and
(b)
(d)
None
of
the
above
25.
Quadrature
PSK
uses
the
phases:
45°,
135°,
225°,
315°.
If
the
duration
of
each
signal
element
(i.e.
signal
at
one
phase)
is
200
ns,
then
the
data
rate
is:
(a)
1
Mb/s
(b)
2.5
Mb/s
(c)
5
Mb/s
(d)
10
Mb/s
(e)
25
Mb/s
(f)
50
Mb/s
(g)
100
Mb/s
26.
OFDM
is
a
technique
of
(i)
Encoding
digital
data
(ii)
Multiple
carrier
frequencies
page
7
of
13
ELEC
3243,
Dec.
18,
2023
(iii)
Wide
band
digital
communication
(iv)
4G
mobile
communication
Which
of
the
following
statement
is
correct?
(a)
(ii)
and
(iii)
are
correct
(b)
(i),
(ii),
and
(iii)
are
correct
(c)
(i),
(ii),
and
(iv)
are
correct
(d)
All
four
are
correct
27.
The
mutual
information
is
(a)
Symmetric
(b)
Always
non-negative
(c)
Both
(a)
and
(b)
are
correct
(d)
None
of
the
above
28.
As
shown
in
Fig.
1,
Xia,
Yoshi
and
Zoya
are
moving
at
speed
of
vx,
vy
and
vz,
respectively.
Yoshi
broadcasts
signals
to
Xia
and
Zoya.
The
emitted
frequency
at
Yoshi
is
fo.
For
both
Xia
and
Zoya,
the
observed
frequency
is
higher
than
fp.
Which
statement
is
true?
Figure
1:
Doppler’s
effect.
(a)
Ux
<
Uy
<UZ
(b)
ux
>
vy
>
uz
(c)
ux
<
vy,
vg
<
vy
(d)
None
of
the
above
page
8
of
13
ELEC
3243,
Dec.
18,
2023
Section
II.
Long
questions
(72
marks)
Question
1.
(23
marks)
(a)
(10
marks)
Let
X
and
Y
represent
random
variables
with
associated
probability
distributions
p(x)
and
p(y),
respectively.
They
are
not
independent.
Their
conditional
probability
distri-
butions
are
p(z|y)
and
p(y|z),
and
their
joint
probability
distribution
is
p(x,
y).
Unless
stated
otherwise,
express
your
answers
for
the
following
in
terms
of
p(x),
p(y),
p(zly),
p(y|z),
p(x,
y).
(i)
(2
marks)
What
is
the
marginal
entropy
H(X)
of
variable
X,
and
what
is
the
mutual
information
of
X
with
itself,
i.e.,
[(X;X)?
(ii)
(2
marks)
In
terms
of
the
probability
distributions,
what
are
the
conditional
entropies
A(X|Y)
and
A(Y|X)?
(iii)
(2
marks)
What
is
the
joint
entropy
H(X,Y),
and
what
would
it
be
if
the
random
variables
X
and
Y
were
independent?
(iv)
(2
marks)
Give
an
alternative
expression
for
H(Y
)—H(Y|X)
in
terms
of
the
joint
entropy
and
both
marginal
entropies.
(v)
(2
marks)
What
is
the
mutual
information
I(X;Y)?
(b)
(13
marks)
The
input
source
to
a
noisy
communciation
channel
is
a
random
variable
X
over
the
four
symbols
a,b,c,d.
The
output
from
this
channel
is
a
random
variable
Y
over
these
same
four
symbols.
The
joint
distribution
of
these
two
random
variables
is
as
follows:
R=
x=b
xX=¢
X=d
y=a}1/8
1/16
1/16
1/4
y=b|1/16
1/8
1/16
O
y=c
|
1/32
1/32
1/16
0
=d
|
1/32
1/32
1/16
0
(i)
(2
marks)
Write
down
the
marginal
distribution
for
X
and
compute
the
marginal
entropy
A(X)
in
bits.
(ii)
(2
marks)
Write
down
the
marginal
distribution
for
Y
and
compute
the
marginal
entropy
H(Y)
in
bits.
page
9
of
13
ELEC
3243,
Dec.
18,
2023
(iii)
(2
marks)
What
is
the
joint
entropy
H(X,
Y)
of
the
two
random
variables
in
bits?
(iv)
(2
marks)
What
is
the
conditional
entropy
H(Y|X)
in
bits?
(v)
(2
marks)
What
is
the
mutual
information
I(X;Y)
between
the
two
random
variables
in
bits?
(vi)
(3
marks)
Provide
a
lower
bound
estimate
of
the
channel
capacity
C
for
this
channel
in
bits.
Explain
your
answers.
Question
2.
(23
marks)
(a)
(8
marks)
Nyquist
Bit
Rate
v.s.
Shannon
Capacity.
(i)
(4
marks)
The
bit
rate
of
a
system
increases
with
an
increase
in
the
number
of
signal
levels
we
use
to
denote
a
symbol.
A
symbol
can
consist
of
n
bits.
The
number
of
signal
levels
is
2n.
As
the
number
of
levels
goes
up,
the
spacing
between
level
decreases,
leading
to
increasing
the
probability
of
an
error
occurring
in
the
presence
of
transmission
impairments.
Nyquist
gives
the
upper
bound
for
the
bit
rate
of
a
transmission
system
by
calculating
the
bit
rate
directly
from
the
number
of
bits
in
a
symbol
(or
signal
levels)
and
the
bandwidth
of
the
system
(assuming
2
symbols/per
cycle
and
first
harmonic).
Nyquist
theorem
states
that
for
a
noiseless
channel:
(Nyquist
Bit
Rate)
C
=
2B
log,(2n)
where
C
is
the
capacity
in
bps
and
B
is
the
channel
bandwidth
in
Hz.
Suppose
we
want
to
transmit
500
kbps
over
a
noiseless
channel
with
a
30
KHz
bandwidth.
How
many
signal
levels
do
we
require?
(4
marks)
We
can
never
have
a
lossless
channel.
Shannon
proposed
that
the
maximum
bit
rate
(i.e.,
channel
capacity)
depends
on
the
signal-to-noise
ratio:
(Shannon
channel
capacity)
C'
=
Blogo(1+
S/N).
Shannon’s
law
does
not
mention
signal
levels.
This
means
that
no
matter
what
signal
levels
you
have,
you
cannot
achieve
a
data
rate
higher
than
the
channel
capacity.
What
page
10
of
13
ELEC
3243,
Dec.
18,
2023
(b)
is
the
channel
capacity
of
a
faint
signal
that
is
completely
swamped
by
noise?
[Hint:
You
should
apply
Shannon’s
equation
to
answer
the
question.
|
(15
marks)
Suppose
we
have
a
wireless
network
with
n
hops,
as
shown
in
Fig.
2.
For
1=0,1,...,n—1,
node
72
transmits
coded
messages
at
rate
R;
to
node
i+
1
over
an
additive
white
Gaussian
noise
(AWGN)
channel
with
noise
variance
N;.
Assume
each
node
transmits
in
an
orthogonal
channel.
Node
z
decodes
messages
from
the
transmission
of
node
i
—
1
and
forwards
to
node
i+
1.
Note
that
the
nodes
may
or
may
not
use
different
coding
strategies.
Node
2
transmits
at
power
P;
and
the
multihop
system
is
subject
to
the
constraint
—1
Node
A.
Y,
|
Node
x,
Y,
Nod
Ay
eo
Ji
Node
Xe
:
了
Node
0
1
2
n-f
n
Figure
2:
n-hop
wireless
network.
(i)
(4
marks)
Explain
the
characteristics
of
an
AWGN
channel.
(ii)
(2
marks)
In
terms
of
P;
and
N;,
what
is
the
capacity
C;
of
the
channel
i
from
node
i
to
nodei+1?
(iii)
(4
marks)
For
a
given
set
of
powers
Po,...,
P,,
what
is
the
capacity
of
C'
of
the
multihop
communication
system
from
node
0
to
n?
Express
your
answer
in
terms
of
C;.
Explain
your
answer
in
terms
of
the
end-to-end
data
rate
R.
(iv)
(5
marks)
What
is
the
optimal
power
allocation
Po,...,
Pp—1?
What
is
the
corresponding
channel
capacity
C”?
page
11
of
13
ELEC
32438,
Dec.
18,
2023
Question
3.
(26
marks)
(a)
(14
marks)
Consider
a
time-invariant
MIMO
channel
with
2
transmit,
2
receive
antennas
and
channel
matrix
H
is
given
by
8
2
H
=
2
5
As
shown
in
Fig.
3,
the
MIMO
channel
can
be
converted
into
a
parallel
channel
through
proper
pre-processing
and
post-processing.
1
:
x
一
|
P
上
一
pl
|
ol
Ax
Ny
Q
;
Pre-processing
}
Channel
:
Post-processing
Figure
3:
MIMO
channel.
(i)
(4
marks)
What
are
the
values
of
A;
and
Ag?
(i.e.,
the
singular
values
of
channel
matrix)
ii)
(6
marks)
Find
the
matrices
P
and
Q.
(iii)
(4
marks)
Suppose
the
transmission
power
for
the
two
parallel
channels
are
Py
=
2
Watt
and
P,
=
3
Watt.
The
power
of
additive
white
Gaussian
noise
is
Ngo
=
1
Watt.
What
is
the
MIMO
channel
capacity
[in
bits/s/Hz]?
(b)
(12
marks)
Consider
the
downlink
transmission
from
the
MBS
to
Zoya
as
shown
in
Fig.
4.
Assume
the
wireless
backhaul
has
a
huge
(infinite)
capacity.
In
the
first
step,
the
MBS
broadcasts
its
signal
m
,
and
the
signals
received
by
the
SBS
and
Zoya
are,
respectively:
Sri
=
hu,smi
+
ng,
Sri
=
hu,zm4
+
7z1.
Assume
|hy,s|
>>
|hu,z|.
After
the
first
step,
SBS
has
perfectly
decoded
the
symbol
mj.
In
the
second
step,
SBS
sends
m,
to
Zoya
and
she
receives:
z,2
=
hg
zmi+nze2.
The
transmission
powers
of
the
MBS
and
SBS
are
Py
and
Pg,
respectively,
and
the
noise
power
at
Zoya’s
receiver
is
Nz.
Assume:
lhuz|?
zi
alhs.z?
=
1,
Py
=15Nz,
Ps
=
6Nz.
page
12
of
13
ELEC
3243,
Dec.
18,
2023
(i)
(2
marks)
What
is
backhaul?
(ii)
(5
marks)
Find
the
highest
achievable
rate
[per
channel
use]
between
the
MBS
and
Zoya.
(iii)
(5
marks)
If
we
remove
the
SBS,
what
is
the
highest
achievable
rate
[per
channel
use|
between
the
MBS
and
Zoya?
MBS
Figure
4:
Cooperative
downlink
transmission
towards
Zoya
with
wireless
backhaul
between
the
MBS
and
SBS.
page
13
of
13
*END
OF
PAPER***