Random Matrix Theory for Wireless Communications
15 hours Course by Dr. Merouane Debbah
April 13-15, Limassol, Cyprus
Presentation of the Course
The
asymptotic behaviour of the eigenvalues of large random
matrices has been extensively studied since the fifties. One of
the first related result was the work of Eugène Wigner in 1955 who
remarked that the eigenvalue distribution of a standard Gaussian
hermitian matrix converges to a deterministic probability
distribution called the semi-circular law when the dimensions of
the matrix converge to infinity. Since that time, the study of
the eigenvalue distribution of random matrices has triggered
numerous works, in the theoretical physics as well as probability
theory communities. However, as far as communications systems are
concerned, until the mid 90's, intensive simulations were thought
to be the only technique to get some insight on how communications
behave with many parameters. All this changed in 1997 when large
system analysis based on random matrix theory was discovered as an
appropriate tool to gain intuitive insight into communication
systems. In particular, the self-averaging effect of random
matrice was shown to be able to capture the parameters of interest
of communication schemes. The results led to very active research
in many fields such as, just to name a few:
(MC)-CDMA systems with large spreading factors and large number of users
MIMO systems with large number of transmit and received antennas
Design of multi-stage detectors
Modelling of communication cystems
Ad-hoc networks with a great number of nodes
The course is held in conjunction with
WiOpt 2007, the
5th Intl. Symposium on Modeling and Optimization
in Mobile, Ad Hoc, and Wireless Networks
April 16-20, Limassol, Cyprus
Objective
The
course is intended to give a comprehensive overview of random
matrices and their application to the analysis and design of
communication systems. As communication systems become more and
more complex, the course should provide the students/researchers
with appropriate mathematical tools to cope with the analysis and
design of suited schemes.
Program
Overview and Historical development
Probability and convergence measures review
Some Results on deterministic matrices
Stieltjes Transform Method
Results on Unitary Random Matrix Theory
The role of the Cauchy-Stieltjes transform in communications
Asymptotic analysis of (MC)-CDMA systems
Asymptotic Analysis of MIMO systems
Asymptotic design of receivers
Random matrices and open topics
The
course will be based on the following books and monographs:
"The semi-circle Law, Free Random Variables and Entropy", F.
Hiai and D. Petz, American Mathematical Society, 2000.
"Random Matrices and Wireless Communications", A. Tulino and S.
Verdu, Foundations and Trends in Communications and Information
Theory, NOW, The Essence of Knowledge, 2004.
General Information
Number of hours: 15 hours
Location:
Mediterranean Beach Hotel,
a four star hotel situated in the heart of Limmassol, Cyprus.
Time: Friday 13/04/07 (9h-12h and
14h-17h), Saturday 14/04/07 (9h-12h and 14h-17h) and Sunday
15/04/07 (9h-12h)
Language: English
Responsible teacher: Prof.
Merouane Debbah
(Institut Eurecom 2229 Route des
Cretes B.P. 193 06904 Sophia Antipolis Cedex, France,
email:
debbah@eurecom.fr).
Hotels: a limited number of places have been reserved at the
Mediterranean Beach Hotel,
a four star hotel situated in the heart of Limmassol, Cyprus.
Rooms can be shared to split costs. Contact
Ephie Deriche (INRIA) for information on prices,
email:
Ephie.Deriche@sophia.inria.fr.
Registration
The
course will be limitted to 50 persons. Priority in
registration will be given to members of IFANY.
Thanks to the sponsorship of
IFANY and INRIA,
there will be no registration fees.
Those interested should send their intention to participiate to
Ephie Deriche till January 31, 2007,
with their name, address, phone and fax number.
Contact person for registration: Ephie Deriche (INRIA),
email:
Ephie.Deriche@sophia.inria.fr.
Sponsorship and organization
The
course is organized and sponsored by
IFANY (InFormAtioN theorY: New challenges and new interdisciplinary tools),
which is a collaborative project financed by
INRIA.