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Aalto University School of Electrical Engineering

ELEC-E4750 Radiowave Propagation and Scattering Session 10: Cellular links (3)

ELEC-E4750 24.11.2016

1

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Schedule

2

Wk Date Location New topics, lectures and deadlines

43 Tue. 25 Oct. R037/TU3 1194-1195 Thu. 27 Oct.

44 Tue. 01 Nov. Topic 7: wireless and cellular systems Thu. 03 Nov. Clicker lecture 7

45 Tue. 08 Nov. Topic 8: cellular links (1) Thu. 10 Nov. Clicker lecture 8

46Tue. 15 Nov. Topic 9: cellular links (2) Thu. 17 Nov. Clicker lecture 9; threshold deadline of

topics 5-8

47 Tue. 22 Nov. Topic 10: cellular links (3) Thu. 24 Nov. Clicker lecture 10

•  Suzan leads on 25 and 27 Oct. •  Usman is away for 25.9-01.11. •  Jan, Usman and Suzan lead on 24 Nov.

Aalto University School of Electrical Engineering

Books, Topics and Exercises §  Books

§  Main books §  S. Saunders, Antennas and Propagation for Wireless Communication Systems, Chapters 3, 5,

6-8, 10, 12 15, Wiley. §  H. L. Bertoni, Radio propagation for modern wireless systems, Chapters 2-6, Prentice Hall. §  A. . Molisch, Wireless Communications, Chapters 1 and 8, Wiley. §  John A. Richards, Radio wave propagation, an introduction or the non-specialist, Chapter 3,

Springer. §  Hardcover or paperback copies of both books are available in AaltoELEC and main

library. §  Supplemental books:

§  D. M. Pozar, Microwave Engineering, Chapter 1, Wiley.

§  Topic 9: Cellular links (2) (Ch. 12, Ch. 2) §  Exercise 1: Physical propagation modeling in microcells §  Exercise 2: Pathloss and small-scale fading

§  Topic 10: Cellular links (3) (Ch. 10, Ch. 5) §  Exercise 1: Small-scale fading models §  Exercise 2: Characterization of small-scale fading (simulations)

3

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Contact Sessions for Topic 10•  Goals of the present exercise problems are to

–  Acquire the physical understanding of small-scale fading (problem 1) –  Be able to characterize small-scale fading mathematically (problem

2) •  During the contact sessions, you are

–  solving the exercise problems by referring to relevant parts of the course books.

•  A limited number of course books are available in the room. –  encouraged to discuss with other students and teachers. –  asked to contact teachers once your solutions are ready.

•  If you prepare exercise solutions in an electronic format (recommended), upload the solution to MyCourses first and then contact teachers.

–  asked to propose points for your ready solutions to the teachers. –  not given exercise points without discussing with teachers.

•  The discussions MUST happen in the contact sessions. –  reminded that the threshold deadline topic 9-12 exercises and the

deadline of all exercises returns is December 15th.

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Empirical Pathloss Estimation

5

pathloss

Shadowing

Small-scale fading

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Rayleigh Fading•  Many propagation paths with

similar power

6 f (x + jy) = 1

2πσ 2 exp −x2 + y2

2σ 2

"

#$

%

&'

f (x) = 12πσ

exp −x2

2σ 2

"

#$

%

&'

Figs from Saunders,

Ch. 10.

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

PDF of Rayleigh fading

7

f (x) = 12πσ 2

exp −x2

2σ 2

⎝⎜

⎠⎟

f (y) = 12πσ 2

exp −y2

2σ 2

⎝⎜

⎠⎟

PDF(r) = rσ 2 exp −

r2

2σ 2

⎝⎜

⎠⎟

Fig from Saunders,

Ch. 10.

Aalto University School of Electrical Engineering A. B. C. D.

0%

67%

33%

0%

Q1a:WhichstatementisincorrectaboutRayleighfadingofreceivedfieldstrength?A.  Wecanobserveitinrichsca1ering

environments.B.  Theircomplexamplitudeslooklike

whiteGaussiannoise.C.  Wecanpredictwhereinspacewe

seelargeandsmallamplitudes.D.  Correspondingphaseisuniformly

distributedover0to2π.

Aalto University School of Electrical Engineering A. B. C. D.

0% 0%

100%

0%

Q1b:WhichstatementisincorrectaboutRayleighfadingofreceivedfieldstrength?A.  Wecanobserveitinrichsca1ering

environments.B.  Theircomplexamplitudeslooklike

whiteGaussiannoise.C.  Wecanpredictwhereinspacewe

seelargeandsmallamplitudes.D.  Correspondingphaseisuniformly

distributedover0to2π.

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Rice Fading•  Rayleigh fading + dominant

propagation path, e.g., LOS

10

−3 −2 −1 0 1 2 3−3

−2

−1

0

1

2

3

Real

Imaginary

f (x + jy) = 12πσ 2 exp −

(x − scosφ)2 + (y− ssinφ)2

2σ 2

"

#$

%

&'

s =1

φ =π2

Figs from Saunders,

Ch. 10.

Aalto University School of Electrical Engineering A. B.

22%

78%

Q2a:ThetwostandingwavecurvesrepresentRayleighandRicefading.WhichoneisRiceFading?A.  CurveA.B.  CurveB.

-10 -5 0 5 10Distance [6]

-30

-20

-10

0

10

Gai

n [d

B]

AB

A B

Aalto University School of Electrical Engineering A. B.

0%

100%

-10 -5 0 5 10Distance [6]

-30

-20

-10

0

10

Gai

n [d

B]

AB

Q2b:ThetwostandingwavecurvesrepresentRayleighandRicefading.WhichoneisRiceFading?A.  CurveA.B.  CurveB.

A B

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Cumulative Distribution Function (CDF)

13

CDF(r ') = prob(x ≤ r ') = PDF(r)−∞

r '∫ dr

-20 -10 0 10Gain [dB]

10-2

10-1

100

Cum

ulat

ive

prob

abilit

y-10 -5 0 5 10

Distance [6]

-30

-20

-10

0

10

Gai

n [d

B]

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Q3: Derive the CDF of Rayleigh fading from the PDF on the paper you have. You can discuss with your peers.

14

CDF(r ') = PDF(r)−∞

r '∫ dr

PDF(r) = rσ 2 exp −

r2

2σ 2

⎝⎜

⎠⎟

-30 -20 -10 0 10Envelope [dB]

0

0.1

0.2

0.3

0.4

0.5

Prob

abilit

y

PDF of Rayleigh

distribution

Aalto University School of Electrical Engineering A. B.

56%

44%

-20 -10 0 10Gain [dB]

10-2

10-1

100

Cum

ulat

ive

prob

abilit

yQ4a:ThetwoCDFcurvesrepresentRayleighandRicefading.WhichoneisRiceFading?A.  CurveA.B.  CurveB.

A

B

Aalto University School of Electrical Engineering A. B.

100%

0%-20 -10 0 10

Gain [dB]10-2

10-1

100

Cum

ulat

ive

prob

abilit

yQ4a:ThetwoCDFcurvesrepresentRayleighandRicefading.WhichoneisRiceFading?A.  CurveA.B.  CurveB.

A

B

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Empirical Pathloss Estimation

17

pathloss

Shadowing

Small-scale fading

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Shadowing

18

Figs from Saunders,

Ch. 9.

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Empirical Modeling of Shadowing

19

Fig from Saunders,

Ch. 9.

Aalto University School of Electrical Engineering

Shadowing: Physical Interpretation and Modeling •  Caused by obstacles in propagation path between mobile

and base station.

20

NAAAA ×××= …21

NLLLAL +++== …2110log10Central limit theorem à Normal distribution in the log-domain.

Aalto University School of Electrical Engineering A. B. C. D.

33%

22%22%22%

Q5a:Pathloss(P),shadowing(S),andsmall-scalefading(F).Whichstatementiscorrect?A.  Typicaldynamicrangeofthe

receivedsignalisP>S>>F.B.  Whatwecallstandingwaveis

equivalenttoF.C.  TypicalspaJalrangeofSis

inverselyproporJonaltotheradiofrequency.

D.  ThecentrallimittheoremdefinesthesignaldistribuJonsofP,SandF.

Aalto University School of Electrical Engineering A. B. C. D.

0% 0%0%

100%

Q5b:Pathloss(P),shadowing(S),andsmall-scalefading(F).Whichstatementiscorrect?A.  Typicaldynamicrangeofthe

receivedsignalisP>S>>F.B.  Whatwecallstandingwaveis

equivalenttoF.C.  TypicalspaJalrangeofSis

inverselyproporJonaltotheradiofrequency.

D.  ThecentrallimittheoremdefinesthesignaldistribuJonsofP,SandF.

Aalto University School of Electrical Engineering

Aalto University School of Electrical Engineering

Contact Sessions for Topic 10•  Goals of the present exercise problems are to

–  Acquire the physical understanding of small-scale fading (problem 1) –  Be able to characterize small-scale fading mathematically (problem

2) •  During the contact sessions, you are

–  solving the exercise problems by referring to relevant parts of the course books.

•  A limited number of course books are available in the room. –  encouraged to discuss with other students and teachers. –  asked to contact teachers once your solutions are ready.

•  If you prepare exercise solutions in an electronic format (recommended), upload the solution to MyCourses first and then contact teachers.

–  asked to propose points for your ready solutions to the teachers. –  not given exercise points without discussing with teachers.

•  The discussions MUST happen in the contact sessions. –  reminded that the threshold deadline topic 9-12 exercises and the

deadline of all exercises returns is December 15th.