EE381K-11: Wireless Communications
Instructor: |
Prof. Jeffrey G. Andrews |
Lecture Hours: |
MW 3:30-4:45 PM, ENS 145 |
Office Hours: |
Wed 4:45-6:15; Thu 11-12 |
Office: |
ENS 434, phone 471-0536 |
E-Mail: |
jandrews@ece.utexas.edu |
Web: |
|
Unique Course ID: |
16765 |
Grader: |
TBD |
Prerequisites
Digital
Communications (EE 381K-2) and its prereqs are
suggested, EE 371C / EE 387 Wireless Communications Lab and some
probability background is acceptable, or permission of instructor.
Course Texts (provided electronically in
Blackboard on a per chapter as needed basis):
Web Resources
The online class system is called
Blackboard. Most handouts and homeworks will be
distributed here. We'll send group
e-mails and do online grading through Blackboard (so you can view your grades there).
Please make sure you know how to access Blackboard and that you are listed
there as a student.
Grading
25% Exam 1
35% Exam 2
15% Homework
20% Project (inc. proposal)
5% Class Participation and quizzes
Homework will typically be assigned
Wednesday, due the following Wednesday by the start of class, either turned in
class before the start of lecture or to the box outside Prof. Andrews's office.
Students are encouraged to try the homework problems on their own, and then
refine their understanding and solution with another student or group of
students. You must write the names of all the students you collaborated with at the top of your homework, but turn in your own version.
Simply copying another student's paper is not acceptable though, even if referenced
as such. Copying without referencing will be treated as especially serious.
Late homework will be accepted only in the most extraordinary of circumstances.
Homework will taper off considerably towards the latter part of the course as
students focus on their projects.
Short (10 minute) pop quizzes will be
given throughout the course. They will not figure heavily in your grade (just
5% total), but will help both you and the professor assess whether you are
learning the key concepts presented in lecture. The quizzes will be worth 10
points, and your lowest quiz grade will be dropped. They will typically be
given on Thursday and discussed on Tuesday but this is subject to change. There
are no make up quizzes.
See project description for details on
the project.
Important Dates
Project Proposal Due:
Exam 1:
Final Project Due:
Exam 2:
Regrade Policy
All requests for regrades,
on homework or exam, must be submitted in writing within a week of their return
to you. No verbal complaints will be considered. Mistakes can be made in the grading
process and we will correct those, but it is unlikely that more partial credit
will be given. The basic idea here is that we don't want to indirectly penalize
those students who don't ask for regrades. Also be
aware that the result of a regrade can actually be a
lower score as we will regrade
the entire problem being protested.
College Drop/Add Policy
An engineering student must have the
Dean's approval to add or drop a course after the fourth class day of the semester.
Students with Disabilities
The University of Texas at Austin
provides upon request appropriate academic accommodations for qualified
students with disabilities. For more information, contact the Office of the
Dean of Students at 471-6259, 471-4641 TDD or the College of Engineering
Director of Students with Disabilities at 471-4382.
Tentative Syllabus
Part
I: Wireless
Fundamentals (Single User), 8 lectures
1. Wireless Channels – 1.5 lectures
a. Path loss
b. Shadowing
c. Narrowband and Wideband Fading
Required
Reading: LTE, 2.1-2.5
Supplemental
Reading: Goldsmith, Chapters 2 and 3
2. Performance Metrics in Wireless Systems
– 1 lecture
a. BEP, Average BEP
b. Outage probability and Coverage
c. Rate, Sum and Average Rate, Outage Rate,
Min/Max Rate
d. Some basic results on BPSK and other
modulations
Required
Reading: Goldsmith 4.1-3 (rate) and
6.1-3 (BEP and Outage)
3. Diversity – 1.5 lectures
a. Selection and Maximal Ratio Combining
b. Transmit Diversity, Space-Time Block
Codes
c. Effect on BEP and Rate
Required Reading:
LTE, 5.1-3
Supplemental
Reading:
·
Goldsmith
7.1-4
·
S. A. Alamouti, “A
simple transmit diversity technique for wireless communications,” IEEE Journal on Selected Areas in
Communications, vol. 16, no. 8, pp. 1451-1458, Oct. 1998.
·
V. Tarokh, H. Jafarkhani, and A. R. Calderbank,
“Space-time block codes for orthogonal designs,” IEEE Transactions on Information Theory, vol. 45, no. 5, pp.
1456-1467, July 1999.
4. MIMO Basics – 2.5 lectures
a. Beamforming
b. Spatial Multiplexing
c. Interference Cancellation
d. Tradeoffs between MIMO techniques
Required Reading: LTE, 5.4-9
Supplemental
Reading:
·
Goldsmith
Ch. 10,
·
S. N. Diggavi,
N. Al-dhahir, A. Stamoulis,
and A. R. Calderbank, “Great expectations: The value
of spatial diversity in wireless networks,” Proceedings
of the IEEE, vol. 92, no. 2, pp. 219-270, Feb. 2004.
·
A. Goldsmith, S. A. Jafar,
N. Jindal, and S. Vishwanath, “Capacity limits of
MIMO channels,” IEEE Journal on Selected
Areas in Communications, vol. 21, no. 5, pp. 685-702, June 2003.
·
D. Gesbert, M. Shafi, Shui, Smith, and Naguib, “From theory to practice: An overview of MIMO
space-time coded wireless systems,” IEEE
Journal on Selected Areas in Communications, vol. 21, no. 3, pp. 281-302,
Apr. 2003.
·
Lizhong Zheng; D.N.C. Tse, "Diversity and multiplexing: a fundamental
tradeoff in multiple-antenna channels," IEEE Transactions on Information
Theory, pp. 1073- 1096, May 2003
·
A. Lozano and N. Jindal, "Transmit diversity vs. spatial
multiplexing in modern MIMO systems," IEEE Transactions on Wireless Communications ,
pp.186-197, January 2010
5. Adaptive Modulation – 1 lecture
a. Power control: Water-filling in time and/or frequency
b. Comparison with channel inversion
c. Cutoff regions
Required Reading: Goldsmith Chapter 9
Supplemental Reading:
·
J.
M. Cioffi. Digital
Communications, Chapter 4: Multichannel Modulation. Unpublished course notes, available at http://www.stanford.edu/class/ee379c/
·
A. Goldsmith and P. P. Varaiya,
“Capacity of fading channels with channel side information,” IEEE Transactions on Information Theory,
vol. 43, no. 6. pp.
1986-1992, Nov. 1997.
·
G. Caire, G. Taricco,
and E. Biglieri,
“Optimum power control over fading
channels,” IEEE Transactions on
Information Theory, vol.
45, pp. 1468-1489, July
1999.
Part II: Multiuser
Communications (Isolated Cluster), 7 Lectures
1. Multiuser Channel Introduction –
1.5 lectures
a. Resource Partitioning Options (TDMA,
FDMA, CDMA)
b. Basic information theory models (BC and
MAC)
c. Theory vs. Practice
Required Reading:
T&V, 6.1-6.5
Supplemental
Reading:
·
Goldsmith, Chapter 14.
·
Abbas El Gamal and Young-Han
Kim, “Lecture Notes on Network Information Theory,” available at http://arxiv.org/abs/1001.3404
·
R. Gallager, "A
perspective on multiaccess channels," IEEE Transactions on Information Theory,
vol.31, no.2, pp. 124- 142, Mar. 1985.
·
T. Cover, "Broadcast channels," IEEE Transactions on Information Theory,
vol.18, no.1, pp. 2- 14, Jan. 1972.
2. CDMA and Spread Spectrum – 2
lectures
a. Spread spectrum basics: codes,
correlation functions
b. RAKE Receivers
c. CDMA’s pros and cons in the context of
cellular voice/data
Required Reading:
Goldsmith 13.1-4
Supplemental
Reading:
·
K. S. Gilhousen, I. M.
Jacobs, R. Padovani, A. J. Viterbi, L. A. Weaver,
Jr., and C. E. Wheatley, “On the capacity of a cellular CDMA system,” IEEE Transactions on Communications,
vol. 40, no. 2, pp 303-312, May 1991. [Landmark CDMA capacity paper]
·
A. J. Viterbi, "Wireless digital communication: a
view based on three lessons learned," IEEE
Communications Magazine, vol.29, no.9, pp.33-36, Sep 1991. [A classic in
series of somewhat contradictory magazine articles from the CDMA pioneer]
·
R. L. Pickholtz, D. L.
Schilling, and L. B. Milstein, “Theory of Spread-Spectrum Communications —
A Tutorial,” IEEE Transactions on
Communications, vol. 30, no. 5, pp 855-884, May 1982.
·
A. J. Viterbi, CDMA:
Principles of Spread Spectrum Communications, Addison-Wesley, 1995. [For
the serious CDMA pupil]
·
S. Verdu, Multiuser Detection, Cambridge, 2001.
3. OFDMA and SC-FDMA – 1 lecture
a. How it works
b. Rationale for SC-FDMA
c. Practical issues, how LTE and WiMAX implement
Required Reading:
LTE 4.1-3, 4.5-6
Supplemental
Reading:
·
E. Lawrey, “Multiuser OFDM,”
in Proc. Int. Symp.
Signal Processing and Its Applications, Brisbane, Australia, 1999, pp.
761–764. [Early summary of mediocre quality]
·
C. Y.
Wong, R. S. Cheng,
K.B. Lataief, R.D. Murch, “Multiuser
OFDM with adaptive subcarrier, bit, and power allocation,” IEEE Journal on Selected Areas
in Communications, vol.17, no.10, pp.1747-1758,
Oct 1999. [One of first rigorous papers]
·
Z. Shen, J. G. Andrews, B. L. Evans,
"Adaptive resource allocation in multiuser OFDM systems with proportional
rate constraints," IEEE Transactions on Wireless Communications,
vol.4, no.6, pp. 2726- 2737, Nov. 2005.
[General optimization approach]
·
D. Falconer, S.L. Ariyavisitakul,
A. Benyamin-Seeyar, B. Eidson,
"Frequency domain equalization for single-carrier broadband wireless
systems," IEEE Communications
Magazine, vol.40, no.4, pp.58-66, Apr 2002.
[SC-FDE tutorial]
·
H. G. Myung, J. Lim, D. J.
Goodman, "Single carrier FDMA for uplink wireless transmission," IEEE Vehicular Technology Magazine,
vol.1, no.3, pp.30-38, Sep 2006.
[SC-FDMA tutorial]
4. Multiuser Diversity and Opportunistic
Scheduling Basics – 1 lecture
a. Theory and Reality
b. Max sum rate, equal rate, proportional
fairness
Required Reading:
T&V 6.7-8, LTE 4.4
Supplemental
Reading:
·
R. Knopp and P. Humblet, "Information capacity and power control in
single-cell multiuser communications," IEEE
ICC, pp.331-335, June 1995. [1st MUDiv
reference]
·
P. Viswanath, D. Tse, and R. Laroia,
"Opportunistic beamforming using dumb
antennas," IEEE Transactions on
Information Theory,
vol.48, no.6, pp.1277-1294, June 2002.
·
W. Rhee and J. Cioffi,
"Increase in capacity of multiuser OFDM system using dynamic subchannel allocation," in proc. IEEE VTC, vol.2, pp.1085-1089, May 2000. [Maximum fairness]
·
D. Tse, “Multiuser Diversity
in Wireless Networks”, Stanford Seminar, April 2001. available
at http://www.eecs.berkeley.edu/~dtse/stanford416.ps
5. Multiuser MIMO (SDMA) – 1.5
lectures
a. Downlink (BC) and Uplink (MAC)
b. Dirty Paper Coding and Linear Methods
c. Capacity Scaling Laws
d. Limited Feedback Approaches
Required Reading:
T&V Chap. 10
Supplemental
Reading:
· D. Gesbert, M. Kountouris, R. W. Heath, Jr., C. B. Chae, and T. Salzer, “From Single user to Multiuser
Communications: Shifting the MIMO paradigm,'' IEEE
Signal Processing Magazine, Vol. 24, No. 5, pp. 36-46, Oct., 2007.
·
G. Caire and S. Shamai, "On the achievable throughput of a multiantenna Gaussian broadcast channel," IEEE Transactions on Information Theory,
vol.49, no.7, pp. 1691- 1706, July 2003.
·
S. Vishwanath, N. Jindal,
and A. Goldsmith , "Duality, achievable rates,
and sum-rate capacity of Gaussian MIMO broadcast channels," IEEE Transactions on Information Theory,
vol.49, no.10, pp. 2658- 2668, Oct. 2003.
·
W. Yu and J. Cioffi,
"Sum capacity of Gaussian vector broadcast channels," IEEE Transactions on Information Theory,
vol.50, no.9, pp. 1875- 1892, Sept. 2004.
·
M. Sharif, B. Hassibi,
"On the capacity of MIMO broadcast channels with partial side
information," IEEE Transactions on
Information Theory, vol.51, no.2, pp. 506- 522, Feb. 2005. [Some useful
capacity scaling laws]
·
N. Jindal, "MIMO Broadcast Channels with
Finite-Rate Feedback," IEEE
Transactions on Information Theory, vol.52, no.11, pp.5045-5060, Nov. 2006.
[Limited-feedback: BC capacity with imperfect CSI]
Part III – Network
View, 7 Lectures
Note: None of the course
texts are especially relevant for Part III of the course.
1. The Network View – 1.5 lectures
a. Other-cell interference: models and
impact, frequency reuse, base station cooperation
b. Ad hoc networks: model, duplex and
spatial reuse problem, multihopping
Suggested
Reading:
·
V.
H. MacDonald, “The cellular concept,” Bell
System Technical Journal, pp. 15-41, 1979.
·
IEEE Communications Magazine,
vol. 46, no. 12, pp. 94-101, Dec. 2008.
·
J.
G. Andrews, F. Baccelli, and R. K. Ganti, “A Tractable Approach to Coverage and Rate in
Cellular Networks”, IEEE Trans. on
Communications, Vol. 59, no. 11, pp. 3122-34, Nov. 2011.
·
M.
Haenggi and D. Puccinelli, “Routing in Ad Hoc
Networks: A Case for Long Hops,”
IEEE Communications Magazine, vol.
43, no. 10, pp. 93-101, Oct. 2005
·
Others
TBD.
2. Random Spatial Models for Networks
– 3 lectures
a. Introduction to random spatial models and
point processes
b. Interference models for networks based on
random node locations
c. Outage, coverage, and rate (area spectral
efficiency, transmission capacity)
d. Applications to cellular, ad hoc,
heterogeneous networks
Suggested
reading:
·
M.
Haenggi, J. G. Andrews, F. Baccelli, O. Dousse, and M. Franceschetti,
“Stochastic Geometry and Random Graphs for the Analysis and Design of Wireless
Networks,” IEEE Journal on Selected Areas in Communications,
vol. 27, no. 7, pp. 1029-1046, Sep. 2009. [Tutorial Overview]
·
J.
G. Andrews, R. K. Ganti, M. Haenggi, N. Jindal, and S. Weber, “A Primer on
Spatial Modeling and Analysis in Wireless Networks,” IEEE Communications Magazine, Nov. 2010. [Very high level,
motivational].
·
Adrian
Baddeley, “Spatial Point Process and their
Applications”. Chapters 1-3. An
accessible introduction to point processes. Available at http://www.nd.edu/~mhaenggi/ee87021/Baddeley-SpatialPPs.pdf.
·
E.
S. Sousa and J. A. Silvester, “Optimum transmission
ranges in a direct-sequence spread-spectrum multihop
packet radio networks,” IEEE Journal on
Selected Areas in Communications, vol. 8, no. 5, pp. 762-771, Jun. 1990.
[An early paper using these models]
·
S.
Weber, J. G. Andrews, and N. Jindal, “An overview of the transmission capacity
of wireless networks,” to appear, IEEE
Transactions on Communications.
·
M.
Haenggi and R. K. Ganti, “Interference
in Large Wireless Networks,” Foundations
and Trends in Networking (Now Publishers), vol. 3, no. 2, pp. 127-248,
2008. Available at http://www.nd.edu/~mhaenggi/pubs/now.pdf.
·
F. Baccelli and B. Bartek, “Stochastic Geometry and Wireless Networks Volume 1: Theory,” Foundations and Trends in Networking (Now
Publishers), vol. 3, no. 3-4, pp. 249-449, 2009. Available at http://hal.inria.fr/inria-00403039.
·
F. Baccelli and B. Bartek, “Stochastic Geometry and Wireless Networks Volume 2: Applications,”
Foundations and Trends in Networking (Now
Publishers), vol. 4, no. 1-2, pp. 1-312, 2009. Available at http://hal.inria.fr/inria-00403040.
3. Network Information Theory – 2.5
lectures
a. Relay Channel
b. Interference channel
c. Cut-Set bound
d. Interference Alignment
Suggested
Reading:
·
Abbas El Gamal and Young-Han
Kim, “Lecture Notes on Network Information Theory”. Available at http://arxiv.org/abs/1001.3404.
·
T. Cover and A. El Gamal, “Capacity theorems for the relay
channel,” IEEE Transactions on
Information Theory, vol. 25, no. 5, pp. 572-584, Sep. 1979.
·
G.
Kramer, M. Gastpar and P. Gupta, “Cooperative
Strategies and Capacity Theorems For Relay Networks ,“ IEEE Transactions on Information Theory,
vol. 51, no. 9, pp. 3037-3063, Sep. 2005.
·
V.
R. Cadambe and S. A. Jafar,
“Reflections on Interference Alignment and the Degrees of Freedom of the K-user
Interference Channel,” IT newsletter, Dec. 2009. Available at http://www.itsoc.org/publications/newsletters/nits-NL-1209-ForWeb.pdf/view.
·
D. Tse,
“Interference: An Information Theoretic
View,” Tutorial at ISIT 2009. Available at http://www.eecs.berkeley.edu/~dtse/tutorial_v2.ppt.
Overflow/Extras, 2 Lectures
As time allows:
·
How
modern cellular systems work (LTE, WiMAX, WCDMA, HetNets).
·
Future
of Cellular
Suggested Reading:
·
J. G. Andrews, “3G and 4G Cellular Standards”, power
point presentation
·
J.
G. Andrews, H. Claussen, M. Dohler,
S. Rangan, and M. C. Reed, “Femtocells:
Past, Present, and Future”, invited paper, IEEE
Journal on Selected Areas in Communications, special issue on Femtocell Networks, Apr. 2012.
·
J.
G. Andrews, “Seven Ways that HetNets are a Cellular
Paradigm Shift”, to appear, IEEE
Communications Magazine, Mar. 2013.