Robust Signal Processing for Wireless Communications [electronic resource] / by Frank A. Dietrich.Material type: TextLanguage: English Series: Foundations in Signal Processing, Communications and Networking: 2Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008Description: xi, 280 p online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783540742494Subject(s): Engineering | Computer science | Statistics | Engineering mathematics | Telecommunication | Engineering | Communications Engineering, Networks | Computational Science and Engineering | Signal, Image and Speech Processing | Statistics for Engineering, Physics, Computer Science, Chemistry & Geosciences | Math Applications in Computer Science | Appl.Mathematics/Computational Methods of EngineeringAdditional physical formats: Printed edition:: No titleDDC classification: 621.382 LOC classification: TK1-9971Online resources: Click here to access online
Channel Estimation and Prediction -- Estimation of Channel and Noise Covariance Matrices -- Linear Precoding with Partial Channel State Information -- Nonlinear Precoding with Partial Channel State Information.
This book treats the robust design of signal processing algorithms for wireless communications which are based on an incomplete model of the propagation channel. The systematic treatment of this practical problem focuses on signal processing tasks in the physical layer with multiple antennas and relies on a description of the errors and uncertainties in the system's model. It applies principles of modern estimation, optimization, and information theory. Tutorial introductions to relevant literature and mathematical foundations provide the necessary background and context to the reader. The book contains detailed derivations and enlightening insights covering the following topics in detail: Training-based multiple-input multiple-output (MIMO) channel estimation Robust minimax estimation of the wireless communication channel Robust minimax prediction of the wireless communication channel based on the maximum Doppler frequency Identification of channel and noise correlations (power delay profile, spatial and temporal correlations, spatial correlations of interference) Interpolation of band-limited autocovariance sequences Robust linear and nonlinear precoding for the multi-user downlink with multiple antennas, which is based on incomplete channel state information or channel correlations (performance measures, duality, robust Tomlinson-Harashima precoding, nonlinear beamforming)