![]() 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing March 18-23, 2005 • Pennsylvania Convention Center/Marriott Hotel • Philadelphia, PA, USA |
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ICASSP |
Large random matrices and performance evaluation of large digital communication systemsOrganizers: Merouane Debbah (Institut Eurecom) and Philippe Loubaton (University of Marne La Vallee)Until the late nineties, exhaustive simulations were thought to be the only way to get some hints on how communications systems with many users/antennas behave even for basic performance measures such as bit error probability or channel capacity. 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: for systems depending on many parameters, the random matrix theory approach was shown to be able to capture the key meaningful parameters of interest and as a consequence simplify the framework optimization problem. The results led to very active research in many fields such as (MC)-CDMA systems (with large spreading factors and large number of users) or MIMO systems (with large number of transmit and received antennas) just to name a few. The tools rely on the asymptotic behaviour of the eigenvalues of large random matrices. The first related result in this field 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, the tools, although undoubtly important, are still not currently very popular in the signal processing community. The purpose of this special session is to contribute to the diffusion of these tools in the community in order to make large system analysis a standard tool in the Signal Processing for Communication community. The first paper is an overview of existing related works, and other papers present recent new results concerning the performance of multi-user and MIMO systems. Regular lectures:
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