Time:2013年7月8日(周一)下午2:00~5:00
Venue:信电大楼-215学术厅
Speaker:Prof. Vincent Lau
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Biography:
Vincent obtained B.Eng (Distinction 1st Hons) from the University of Hong Kong (1989-1992) and Ph.D. from the
Abstract:
This course will focus on the quantitative design and optimization of next generation wireless systems from physical layer to system layer as well as advanced cross-layer optimization. We first review the basic information theory for quantitative modeling of the physical layer. We then consider different formulations of robust radio resource optimization for various important wireless topologies such as MIMO/OFDM system, cooperative MIMO (Co-MP) and cognitive dynamic spectrum access. Depending on the information structure of the control policy, they corresponds to different types of stochastic optimization problems. We will discuss two important types of stochastic optimization problems as well as various techniques and solutions. Beside wireless communications, there are other important applications such as stochastic control and financial engineering (portfolio optimization). We shall adopt a quantitative and mathematically rigorous approach and strong background of mathematics such as communication theory, optimization theory, and advanced stochastic process will be needed. Topics covered include information theory for wireless systems, Spatial Diversity, Spatial Multiplexing and MIMO Detection, Multi-user Communications, cross layer throughput-optimal and delay-optimal resource control for next generation wireless networks, robust optimization and arkov decision process.