EE381V: Advanced Wireless Communications
Instructor: Prof. Jeffrey G. Andrews
Lecture Hours: TuTh 3:30-4:45 PM, ENS 306
Office Hours: Wed 4:30-6:30
Office: ENS 434, phone 471-0536
E-Mail: jandrews@ece.utexas.edu
Web: http://users.ece.utexas.edu/~jandrews/
Unique Course ID: 16920
Grader: TBD
Prerequisites
Digital Communications (EE 381K-2) and its prereqs, especially EE381J or an advanced probability course.
This is a strongly recommended prerequisite, since I also instruct that course and would like to avoid reviewing communication fundamentals. It will be assumed that the student is comfortable with basic modulation principles, inter-symbol interference and its suppression (equalization and OFDM, especially), and the computation of performance measures like probability of error. A grasp of basic information theory (i.e. Shannon's formula and its meaning) and digital signal processing will also prove useful.
Course
Texts (provided electronically in Blackboard on a per chapter as needed basis):
Web
Resources
The class webpage will be accessible at:
http://www.ece.utexas.edu/wncg/ee381v/
Here, you will be able to find all handouts for the class, except homework solutions, for which only hardcopies will be available, and portions of the course text.
The online class system is called Blackboard. Most handouts will be distributed on the public web page (above), but private materials will be posted on Blackboard. 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
22.5% Exam 1
22.5% Exam 2
15% Homework
35% Project (inc. proposal)
5% Class Participation and quizzes
Homework will typically be assigned Thursday, due the following Thursday 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: October 21
Exam 1:
Final Project Due: December 9
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. Diversity vs. Multiplexing in “theory” and reality
d. Practical Issues with MIMO
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.
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 (Centralized), 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.
·
J. G.
Andrews, S. Weber, and M. Haenggi, “Ad Hoc Networks: To spread or not to spread?”
IEEE Communications Magazine, vol.
45, no. 12,pp.84-91, Dec. 2007. [CDMA in ad hoc networks]
·
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]
·
D. Love, R.
Heath, and T. Strohmer, "Grassmannian beamforming for multiple-input
multiple-output wireless systems," IEEE
Transactions on Information Theory, vol.49, no.10, pp. 2735- 2747, Oct.
2003. [Limited-feedback: CSI quantization]
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:
· J. G. Andrews, F. Baccelli, and R. K. Ganti, “A tractable approach to cellular systems”.
· V. H. MacDonald, “The cellular concept,” Bell System Technical Journal, pp. 15-41, 1979.
·
J. G. Andrews, S. Shakkottai,
R. Heath, N. Jindal, M. Haenggi, R. Berry, D. Guo, M. Neely, S. Weber, S.
Jafar, A. Yener, “Rethinking
Information Theory for Mobile Ad Hoc Networks,” IEEE Communications Magazine,
vol. 46, no. 12, pp. 94-101, Dec. 2008.
· K. Romer and F. Mattern, “The Design Space of Wireless Sensor Networks,” IEEE Wireless Communications, vol. 11, no. 6, pp. 54-61, Dec. 2004.
· 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).
· Femtocells, Whitespace, and emerging paradigms for broadband communication.
Suggested Reading:
· J. G. Andrews, “3G and 4G Cellular Standards”, power point presentation