Transmission and Reception with Multiple Antennas: Theoretical Foundations

Wireless communication system design was until recently thought to have been limited in practice by time and bandwidth. The discovery that space, obtained by increasing the number of transmit and receive antennas, can also effectively generate degrees of freedom, and hence expand the range of choices made available to the design offers system designers important new opportunities. This paper focuses on the main aspects of single-user multiple-antenna theory, with the goal of presenting a comprehensive, yet compact, survey, emphasizing its mathematical aspects. After describing channel models, we compute the capacities they achieve, we briefly overview "space-time" codes, and we describe how suboptimum architectures can be employed to simplify the receiver.

[1]  Shlomo Shamai,et al.  Information theoretic considerations for cellular mobile radio , 1994 .

[2]  V. Girko A Refinement of the Central Limit Theorem for Random Determinants , 1998 .

[3]  Mansoor Shafi,et al.  On a Gaussian approximation to the capacity of wireless MIMO systems , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

[4]  Alex J. Grant,et al.  Rayleigh Fading Multi-Antenna Channels , 2002, EURASIP J. Adv. Signal Process..

[5]  Antonia Maria Tulino,et al.  Random Matrix Theory and Wireless Communications , 2004, Found. Trends Commun. Inf. Theory.

[6]  Thomas L. Marzetta,et al.  Multiple-antenna channel hardening and its implications for rate feedback and scheduling , 2004, IEEE Transactions on Information Theory.

[7]  Mathini Sellathurai,et al.  Turbo-BLAST for wireless communications: theory and experiments , 2002, IEEE Trans. Signal Process..

[8]  Thomas L. Marzetta,et al.  Unitary space-time modulation for multiple-antenna communications in Rayleigh flat fading , 2000, IEEE Trans. Inf. Theory.

[9]  Lizhong Zheng,et al.  Diversity and multiplexing: a fundamental tradeoff in multiple-antenna channels , 2003, IEEE Trans. Inf. Theory.

[10]  John M. Cioffi,et al.  Spatio-temporal coding for wireless communication , 1998, IEEE Trans. Commun..

[11]  Reinaldo A. Valenzuela,et al.  Simplified processing for high spectral efficiency wireless communication employing multi-element arrays , 1999, IEEE J. Sel. Areas Commun..

[12]  A. Edelman Eigenvalues and condition numbers of random matrices , 1988 .

[13]  Aaas News,et al.  Book Reviews , 1893, Buffalo Medical and Surgical Journal.

[14]  Helmut Bölcskei,et al.  MIMO wireless channels: capacity and performance prediction , 2000, Globecom '00 - IEEE. Global Telecommunications Conference. Conference Record (Cat. No.00CH37137).

[15]  Antonia Maria Tulino,et al.  Performance of space-time codes for a large number of antennas , 2002, IEEE Trans. Inf. Theory.

[16]  Sergio Verdu,et al.  Multiuser Detection , 1998 .

[17]  Moe Z. Win,et al.  Capacity of MIMO systems with antenna selection , 2001, IEEE Transactions on Wireless Communications.

[18]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

[19]  Sirikiat Lek Ariyavisitakul,et al.  Turbo space-time processing to improve wireless channel capacity , 2000, IEEE Trans. Commun..

[20]  W. Stutzman,et al.  Spatial, polarization, and pattern diversity for wireless handheld terminals , 2001 .

[21]  Alfred O. Hero,et al.  Environmental issues for MIMO capacity , 2002, IEEE Trans. Signal Process..

[22]  Mathini Sellathurai,et al.  T-BLAST for wireless communications: first experimental results , 2003, IEEE Trans. Veh. Technol..

[23]  Larry J. Greenstein,et al.  Attainable throughput of an interference-limited multiple-input multiple-output (MIMO) cellular system , 2001, IEEE Trans. Commun..

[24]  Robert W. Heath,et al.  Characterization of MIMO channels for spatial multiplexing systems , 2001, ICC 2001. IEEE International Conference on Communications. Conference Record (Cat. No.01CH37240).

[25]  K. Kammeyer,et al.  Efficient algorithm for decoding layered space-time codes , 2001 .

[26]  Alex J. Grant Correction to "Rayleigh Fading Multi-Antenna Channels" , 2003, EURASIP J. Adv. Signal Process..

[27]  Sergio Verdú,et al.  Spectral efficiency in the wideband regime , 2002, IEEE Trans. Inf. Theory.

[28]  Sergio Benedetto,et al.  Principles of Digital Transmission: With Wireless Applications , 1999 .

[29]  Moustakas,et al.  Communication through a diffusive medium: coherence and capacity , 2000, Science.

[30]  David Tse,et al.  Multiaccess Fading Channels-Part I: Polymatroid Structure, Optimal Resource Allocation and Throughput Capacities , 1998, IEEE Trans. Inf. Theory.

[31]  Dariush Divsalar,et al.  Introduction to Trellis-Coded Modulation With Applications , 1991 .

[32]  Jack H. Winters,et al.  Two signaling schemes for improving the error performance of frequency division duplex (FDD) transmission systems using transmitter antenna diversity , 1994, Int. J. Wirel. Inf. Networks.

[33]  Joseph M. Kahn,et al.  Layered space-time codes for wireless communications using multiple transmit antennas , 1999, 1999 IEEE International Conference on Communications (Cat. No. 99CH36311).

[34]  A. Robert Calderbank,et al.  Space-Time block codes from orthogonal designs , 1999, IEEE Trans. Inf. Theory.

[35]  F. Hiai,et al.  The semicircle law, free random variables, and entropy , 2006 .

[36]  Raymond Knopp,et al.  On coding for block fading channels , 2000, IEEE Trans. Inf. Theory.

[37]  Suhas N. Diggavi,et al.  Great expectations: the value of spatial diversity in wireless networks , 2004, Proceedings of the IEEE.

[38]  Hyundong Shin,et al.  Capacity of multiple-antenna fading channels: spatial fading correlation, double scattering, and keyhole , 2003, IEEE Trans. Inf. Theory.

[39]  X. Xia,et al.  Upper bounds of rates of space-time block codes from complex orthogonal designs , 2002, Proceedings IEEE International Symposium on Information Theory,.

[40]  J. Guey,et al.  Signal design for transmitter diversity wireless communication systems over Rayleigh fading channels , 1996, Proceedings of Vehicular Technology Conference - VTC.

[41]  Emre Telatar,et al.  Capacity of Multi-antenna Gaussian Channels , 1999, Eur. Trans. Telecommun..

[42]  Lizhong Zheng,et al.  Communication on the Grassmann manifold: A geometric approach to the noncoherent multiple-antenna channel , 2002, IEEE Trans. Inf. Theory.

[43]  J. W. Silverstein Strong convergence of the empirical distribution of eigenvalues of large dimensional random matrices , 1995 .

[44]  Rohit U. Nabar,et al.  Introduction to Space-Time Wireless Communications , 2003 .

[45]  Rick S. Blum MIMO capacity with interference , 2003, IEEE J. Sel. Areas Commun..

[46]  Thomas L. Marzetta,et al.  BLAST training : Estimating Channel Characteristics for High-Capacity Space-Time Wireless , 1999 .

[47]  Bertrand M. Hochwald,et al.  Differential unitary space-time modulation , 2000, IEEE Trans. Commun..

[48]  Z. Bai,et al.  Limit of the smallest eigenvalue of a large dimensional sample covariance matrix , 1993 .

[49]  Tolga M. Duman,et al.  Turbo coded modulation for systems with transmit and receive antenna diversity , 1999, Seamless Interconnection for Universal Services. Global Telecommunications Conference. GLOBECOM'99. (Cat. No.99CH37042).

[50]  Jinn-Ja Chang,et al.  Some extended results on the search for good convolutional codes , 1997, IEEE Trans. Inf. Theory.

[51]  Shlomo Shamai,et al.  Fading Channels: Information-Theoretic and Communication Aspects , 1998, IEEE Trans. Inf. Theory.

[52]  Hesham El Gamal,et al.  A new approach to layered space-Time coding and signal processing , 2001, IEEE Trans. Inf. Theory.

[53]  A. Wittneben Basestation modulation diversity for digital simulcast , 1991, [1991 Proceedings] 41st IEEE Vehicular Technology Conference.

[54]  Joseph M. Kahn,et al.  Fading correlation and its effect on the capacity of multielement antenna systems , 2000, IEEE Trans. Commun..

[55]  M. Bilodeau,et al.  Theory of multivariate statistics , 1999 .

[56]  Giuseppe Caire,et al.  Optimal power control for minimum outage rate in wireless communications , 1998, ICC '98. 1998 IEEE International Conference on Communications. Conference Record. Affiliated with SUPERCOMM'98 (Cat. No.98CH36220).

[57]  Giuseppe Caire,et al.  Optimum power control over fading channels , 1999, IEEE Trans. Inf. Theory.

[58]  Giuseppe Caire PSP-based space-time schemes for large spectral efficiency , 2000 .

[59]  Alexandru Nica,et al.  Free random variables : a noncommutative probability approach to free products with applications to random matrices, operator algebras, and harmonic analysis on free groups , 1992 .

[60]  Ran Gozali,et al.  Space-Time Codes for High Data Rate Wireless Communications , 2002 .

[61]  Giorgio Taricco,et al.  Doubly iterative decoding of space-time turbo codes with a large number of antennas , 2005, IEEE Trans. Commun..

[62]  Stephan ten Brink,et al.  Achieving near-capacity on a multiple-antenna channel , 2003, IEEE Trans. Commun..

[63]  Shlomo Shamai,et al.  Spectral Efficiency of CDMA with Random Spreading , 1999, IEEE Trans. Inf. Theory.

[64]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[65]  A. Tulino,et al.  Decoding space-time codes with BLAST architectures , 2002, IEEE Seventh International Symposium on Spread Spectrum Techniques and Applications,.

[66]  Babak Hassibi,et al.  How much training is needed in multiple-antenna wireless links? , 2003, IEEE Trans. Inf. Theory.

[67]  Dan Popescu,et al.  Information capacity of a random signature multiple-input multiple-output channel , 2000, IEEE Trans. Commun..

[68]  D.C. Cox,et al.  Universal digital portable radio communications , 1987, Proceedings of the IEEE.

[69]  Mathini Sellathurai,et al.  Turbo-BLAST: performance evaluation in correlated Rayleigh-fading environment , 2003, IEEE J. Sel. Areas Commun..

[70]  L. H. Brandenburg,et al.  Capacity of the Gaussian channel with memory: The multivariate case , 1974 .

[71]  Dag Jonsson Some limit theorems for the eigenvalues of a sample covariance matrix , 1982 .

[72]  W. C. Jakes,et al.  Microwave Mobile Communications , 1974 .

[73]  A. James Distributions of Matrix Variates and Latent Roots Derived from Normal Samples , 1964 .

[74]  Giorgio Taricco,et al.  Integration Of The Exponential Function Of A Complex Quadratic Form , 2003 .

[75]  Babak Hassibi,et al.  Representation theory for high-rate multiple-antenna code design , 2001, IEEE Trans. Inf. Theory.

[76]  Arogyaswami Paulraj,et al.  Analysis and modeling of multiple-input multiple-output (MIMO) radio channel based on outdoor measurements conducted at 2.5 GHz for fixed BWA applications , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

[77]  Giorgio Taricco,et al.  Suboptimum receiver interfaces and space-time codes , 2003, IEEE Trans. Signal Process..

[78]  Daniel Hosli,et al.  The Capacity of a MIMO Ricean Channel Is Monotonic in the Singular Values of the Mean , 2004 .

[79]  Thomas L. Marzetta,et al.  Capacity of a Mobile Multiple-Antenna Communication Link in Rayleigh Flat Fading , 1999, IEEE Trans. Inf. Theory.

[80]  J. W. Silverstein,et al.  No eigenvalues outside the support of the limiting spectral distribution of large-dimensional sample covariance matrices , 1998 .

[81]  Helmut Bölcskei,et al.  On the capacity of OFDM-based spatial multiplexing systems , 2002, IEEE Trans. Commun..

[82]  John M. Cioffi,et al.  On the capacity of multiuser wireless channels with multiple antennas , 2003, IEEE Trans. Inf. Theory.

[83]  Murat Uysal,et al.  Error performance analysis of space-time codes over Rayleigh fading channels , 2000, Vehicular Technology Conference Fall 2000. IEEE VTS Fall VTC2000. 52nd Vehicular Technology Conference (Cat. No.00CH37152).

[84]  James K. Cavers,et al.  Analysis of the error performance of trellis-coded modulations in Rayleigh-fading channels , 1992, IEEE Trans. Commun..

[85]  David Gesbert,et al.  From theory to practice: an overview of MIMO space-time coded wireless systems , 2003, IEEE J. Sel. Areas Commun..

[86]  Gerard J. Foschini,et al.  Layered space-time architecture for wireless communication in a fading environment when using multi-element antennas , 1996, Bell Labs Technical Journal.

[87]  Emre Telatar,et al.  Dense multiple antenna systems , 2001, Proceedings 2001 IEEE Information Theory Workshop (Cat. No.01EX494).

[88]  E. Biglieri,et al.  Limiting performance of block-fading channels with multiple antennas , 1999, Proceedings of the 1999 IEEE Information Theory and Communications Workshop (Cat. No. 99EX253).

[89]  Andrea J. Goldsmith,et al.  Capacity limits of MIMO channels , 2003, IEEE J. Sel. Areas Commun..

[90]  R. Gallager Information Theory and Reliable Communication , 1968 .

[91]  Reinaldo A. Valenzuela,et al.  Initial estimation of communication efficiency of indoor wireless channels , 1997, Wirel. Networks.

[92]  Aris L. Moustakas,et al.  MIMO capacity through correlated channels in the presence of correlated interferers and noise: a (not so) large N analysis , 2003, IEEE Trans. Inf. Theory.

[93]  Giorgio Taricco,et al.  Large-system analyses of multiple-antenna system capacities , 2003, Journal of Communications and Networks.

[94]  Vahid Tarokh,et al.  Principal ratio combining for fixed wireless applications when transmitter diversity is employed , 1998, ICUPC '98. IEEE 1998 International Conference on Universal Personal Communications. Conference Proceedings (Cat. No.98TH8384).

[95]  Georgios B. Giannakis,et al.  Outage mutual information of space-time MIMO channels , 2004, IEEE Transactions on Information Theory.

[96]  Helmut Bölcskei,et al.  Performance of multiantenna signaling techniques in the presence of polarization diversity , 2002, IEEE Trans. Signal Process..

[97]  Angel Lozano Capacity-approaching rate function for layered multiantenna architectures , 2003, IEEE Trans. Wirel. Commun..

[98]  G. Szegő Polynomials orthogonal on the unit circle , 1939 .

[99]  Raymond Knopp Coding and multiple-access over fading channels , 1997 .

[100]  Reinaldo A. Valenzuela,et al.  Keyholes, correlations, and capacities of multielement transmit and receive antennas , 2002, IEEE Trans. Wirel. Commun..

[101]  Georgios B. Giannakis,et al.  Full-diversity full-rate complex-field space-time coding , 2003, IEEE Trans. Signal Process..

[102]  Lizhong Zheng,et al.  Diversity-multiplexing tradeoff for multiaccess channels , 2003, IEEE International Symposium on Information Theory, 2003. Proceedings..

[103]  Babak Hassibi,et al.  High-rate codes that are linear in space and time , 2002, IEEE Trans. Inf. Theory.

[104]  M. J. Gans,et al.  On Limits of Wireless Communications in a Fading Environment when Using Multiple Antennas , 1998, Wirel. Pers. Commun..

[105]  Giuseppe Caire,et al.  System capacity of F-TDMA cellular systems , 1997, GLOBECOM 97. IEEE Global Telecommunications Conference. Conference Record.

[106]  Hesham El Gamal,et al.  On the theory of space-time codes for PSK modulation , 2000, IEEE Trans. Inf. Theory.

[107]  James L. Massey,et al.  Proper complex random processes with applications to information theory , 1993, IEEE Trans. Inf. Theory.

[108]  Anirvan M. Sengupta,et al.  Capacity of multivariate channels with multiplicative noise: I.Random matrix techniques and large-N expansions for full transfer matrices , 2000, physics/0010081.

[109]  John G. Proakis,et al.  Digital Communications , 1983 .

[110]  Giuseppe Caire,et al.  On low-complexity space-time coding for quasi-static channels , 2003, IEEE Trans. Inf. Theory.

[111]  Richard D. Gitlin,et al.  The impact of antenna diversity on the capacity of wireless communication systems , 1994, IEEE Trans. Commun..

[112]  M. Schwartz,et al.  Communication Systems and Techniques , 1996, IEEE Communications Magazine.

[113]  E. Biglieri,et al.  Space-time decoding with imperfect channel estimation , 2003, IEEE Transactions on Wireless Communications.

[114]  Z. Bai,et al.  CLT for linear spectral statistics of large dimensional sample covariance matrices with dependent data , 2017, Statistical Papers.

[115]  Chen-Nee Chuah,et al.  Capacity of multi-antenna array systems in indoor wireless environment , 1998, IEEE GLOBECOM 1998 (Cat. NO. 98CH36250).

[116]  N. Bleistein,et al.  Asymptotic Expansions of Integrals , 1975 .