SPARSE MULTIPATH CHANNELS: MODELING AND ESTIMATION

被引:37
作者
Bajwa, Waheed U. [1 ]
Sayeed, Akbar [1 ]
Nowak, Robert [1 ]
机构
[1] Univ Wisconsin, Madison, WI 53706 USA
来源
2009 IEEE 13TH DIGITAL SIGNAL PROCESSING WORKSHOP & 5TH IEEE PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, PROCEEDINGS | 2009年
关键词
D O I
10.1109/DSP.2009.4785942
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multipath signal propagation is the defining characteristic of terrestrial wireless channels. Virtually all existing statistical models for wireless channels are implicitly based on the assumption of rich multipath, which can be traced back to the seminal works of Bello and Kennedy on the wide-sense stationary uncorrelated scattering model, and more recently to the i.i.d. model for multi-antenna channels proposed by Telatar, and Foschini and Gans. However, physical arguments and growing experimental evidence suggest that physical channels encountered in practice exhibit a sparse multipath structure that gets more pronounced as the signal space dimension gets large (e.g., due to large bandwidth or large number of antennas). In this paper, we formalize the notion of multipath sparsity and discuss applications of the emerging theory of compressed sensing for efficient estimation of sparse multipath channels.
引用
收藏
页码:320 / 325
页数:6
相关论文
共 25 条
[1]   Pilot-based estimation of time-varying multipath channels for coherent CDMA receivers [J].
Baissas, MAR ;
Sayeed, AM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (08) :2037-2049
[2]  
Bajwa W., 2008, P 46 ANN ALL C 2008
[3]  
BAJWA W, P 42 AS C 2008
[4]  
Bello P., 1963, IEEE Transactions on Communications Systems, V11, P360, DOI DOI 10.1109/TCOM.1963.1088793
[5]  
Candes E, 2007, ANN STAT, V35, P2313, DOI 10.1214/009053606000001523
[6]   Channel estimation techniques based on pilot arrangement in OFDM systems [J].
Coleri, S ;
Ergen, M ;
Puri, A ;
Bahai, A .
IEEE TRANSACTIONS ON BROADCASTING, 2002, 48 (03) :223-229
[7]  
COTTER S, P 34 AS C 2000
[8]  
DONGMING W, P PIMRC 2002
[9]   On Limits of Wireless Communications in a Fading Environment when Using Multiple Antennas [J].
Foschini G.J. ;
Gans M.J. .
Wireless Personal Communications, 1998, 6 (3) :311-335
[10]   How much training is needed in multiple-antenna wireless links? [J].
Hassibi, B ;
Hochwald, BM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2003, 49 (04) :951-963