Contributions to measurement-based dynamic MIMO channel modeling and propagation parameter estimation

OF DOCTORAL DISSERTATION HELSINKI UNIVERSITY OF TECHNOLOGY P. O. BOX 1000, FI-02015 TKK http://www.tkk.fi Author Jussi Salmi Name of the dissertation Manuscript submitted May 15, 2009 Manuscript revised July 18, 2009 Date of the defence August 14, 2009 Article dissertation (summary + original articles) Monograph Faculty Department Field of research Opponent(s) Supervisor Instructor Abstract

[1]  R.S. Thoma,et al.  Maximum likelihood channel parameter estimation from multidimensional channel sounding measurements , 2003, The 57th IEEE Semiannual Vehicular Technology Conference, 2003. VTC 2003-Spring..

[2]  Pertti Vainikainen,et al.  Real-time 3-D spatial-temporal dual-polarized measurement of wideband radio channel at mobile station , 2000, IEEE Trans. Instrum. Meas..

[3]  Gerd Sommerkorn,et al.  Identification of time-variant directional mobile radio channels , 2000, IEEE Trans. Instrum. Meas..

[4]  Geoffrey Grimmett The Random-Cluster Model , 2002, math/0205237.

[5]  Volodymyr Shvaichenko,et al.  3GPP long term evolution (LTE) , 2010, 2010 International Conference on Modern Problems of Radio Engineering, Telecommunications and Computer Science (TCSET).

[6]  Visa Koivunen,et al.  Enhanced tracking of radio propagation path parameters using state-space modeling , 2006, 2006 14th European Signal Processing Conference.

[7]  K. Yee Numerical solution of initial boundary value problems involving maxwell's equations in isotropic media , 1966 .

[8]  B.D. Van Veen,et al.  Beamforming: a versatile approach to spatial filtering , 1988, IEEE ASSP Magazine.

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

[10]  Josef A. Nossek,et al.  2D unitary ESPRIT for efficient 2D parameter estimation , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[11]  J. A. Nossek,et al.  Comparison between unitary ESPRIT and SAGE for 3-D channel sounding , 1999, 1999 IEEE 49th Vehicular Technology Conference (Cat. No.99CH36363).

[12]  Lieven De Lathauwer,et al.  Decompositions of a Higher-Order Tensor in Block Terms - Part II: Definitions and Uniqueness , 2008, SIAM J. Matrix Anal. Appl..

[13]  Neil J. Gordon,et al.  A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking , 2002, IEEE Trans. Signal Process..

[14]  Georges Bienvenu,et al.  Adaptivity to background noise spatial coherence for high resolution passive methods , 1980, ICASSP.

[15]  Visa Koivunen,et al.  Propagation Parameter Tracking using Variable State Dimension Kalman Filter , 2006, 2006 IEEE 63rd Vehicular Technology Conference.

[16]  Visa Koivunen,et al.  Sequential Unfolding SVD for Tensors With Applications in Array Signal Processing , 2009, IEEE Transactions on Signal Processing.

[17]  W. Wiesbeck,et al.  MIMO capacities for different antenna array structures based on double directional wide-band channel measurements , 2002, Proceedings IEEE 56th Vehicular Technology Conference.

[18]  L. Tucker,et al.  Some mathematical notes on three-mode factor analysis , 1966, Psychometrika.

[19]  Desmond P. Taylor,et al.  A Statistical Model for Indoor Multipath Propagation , 2007 .

[20]  B. Fleury,et al.  High-resolution channel parameter estimation for MIMO applications using the SAGE algorithm , 2002, 2002 International Zurich Seminar on Broadband Communications Access - Transmission - Networking (Cat. No.02TH8599).

[21]  V. Koivunen,et al.  Sequential unfolding SVD for low rank orthogonal tensor approximation , 2008, 2008 42nd Asilomar Conference on Signals, Systems and Computers.

[22]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[23]  W. Denham,et al.  Sequential estimation when measurement function nonlinearity is comparable to measurement error. , 1966 .

[24]  V.-M. Kolmonen,et al.  A Dynamic Dual-Link Wideband MIMO Channel Sounder for 5.3 GHz , 2010, IEEE Transactions on Instrumentation and Measurement.

[25]  Björn E. Ottersten,et al.  Models for MIMO propagation channels: a review , 2002, Wirel. Commun. Mob. Comput..

[26]  Andreas F. Molisch,et al.  A generic model for MIMO wireless propagation channels in macro- and microcells , 2004, IEEE Transactions on Signal Processing.

[27]  Christoph F. Mecklenbräuker,et al.  Multidimensional Rank Reduction Estimator for Parametric MIMO Channel Models , 2004, EURASIP J. Adv. Signal Process..

[28]  J. Andersen,et al.  Diffuse channel model and experimental results for array antennas in mobile environments , 1998 .

[29]  Visa Koivunen,et al.  Signal Processing Perspectives to Radio Channel Modelling , 2007 .

[30]  Simon R. Saunders,et al.  Antennas and Propagation for Wireless Communication Systems , 1999 .

[31]  Giovanni Del Galdo,et al.  Geometry-Based Channel Modeling for Multi-User MIMO Systems and Applications , 2008 .

[32]  J. Leeuw,et al.  Principal component analysis of three-mode data by means of alternating least squares algorithms , 1980 .

[33]  Rasmus Bro,et al.  Multi-way Analysis with Applications in the Chemical Sciences , 2004 .

[34]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[35]  Alister G. Burr,et al.  Survey of Channel and Radio Propagation Models for Wireless MIMO Systems , 2007, EURASIP J. Wirel. Commun. Netw..

[36]  Björn E. Ottersten,et al.  Analysis of subspace fitting and ML techniques for parameter estimation from sensor array data , 1992, IEEE Trans. Signal Process..

[37]  Visa Koivunen,et al.  Stochastic Maximum-Likelihood Method for MIMO Propagation Parameter Estimation , 2007, IEEE Transactions on Signal Processing.

[38]  Lieven De Lathauwer,et al.  A Link between the Canonical Decomposition in Multilinear Algebra and Simultaneous Matrix Diagonalization , 2006, SIAM J. Matrix Anal. Appl..

[39]  Gerd Sommerkorn,et al.  Measurement-based parametric channel modelling (MBPCM) , 2003 .

[40]  C. Oestges,et al.  The COST 273 MIMO Channel Model: Three Kinds of Clusters , 2008, 2008 IEEE 10th International Symposium on Spread Spectrum Techniques and Applications.

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

[43]  Henk A L Kiers,et al.  A fast method for choosing the numbers of components in Tucker3 analysis. , 2003, The British journal of mathematical and statistical psychology.

[44]  J. Capon High-resolution frequency-wavenumber spectrum analysis , 1969 .

[45]  Ralf R. Müller,et al.  MIMO channel modeling and the principle of maximum entropy , 2005, IEEE Transactions on Information Theory.

[46]  V. Koivunen,et al.  Tracking of MIMO Propagation Parameters under Spatio-Temporal Scattering Model , 2007, 2007 Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers.

[47]  A. Doucet,et al.  A Tutorial on Particle Filtering and Smoothing: Fifteen years later , 2008 .

[48]  Daniel Pérez Palomar,et al.  Space-Time Processing for MIMO Communications , 2004 .

[49]  Thomas Zwick,et al.  A stochastic spatial channel model based on wave-propagation modeling , 2000, IEEE Journal on Selected Areas in Communications.

[50]  J. Kruskal Three-way arrays: rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics , 1977 .

[51]  Josef A. Nossek,et al.  Simultaneous Schur decomposition of several nonsymmetric matrices to achieve automatic pairing in multidimensional harmonic retrieval problems , 1998, IEEE Trans. Signal Process..

[52]  Xuefeng Yin,et al.  Tracking of Time-Variant Radio Propagation Paths Using Particle Filtering , 2008, 2008 IEEE International Conference on Communications.

[53]  Jeffrey K. Uhlmann,et al.  Unscented filtering and nonlinear estimation , 2004, Proceedings of the IEEE.

[54]  C. B. Ribeiro,et al.  Propagation parameter estimation in MIMO systems , 2008 .

[55]  Gene H. Golub,et al.  Matrix computations (3rd ed.) , 1996 .

[56]  Andreas Richter,et al.  RIMAX-A Flexible Algorithm for Channel Parameter Estimation from Channel Sounding Measurements , 2004 .

[57]  Ralph Otto Schmidt,et al.  A signal subspace approach to multiple emitter location and spectral estimation , 1981 .

[58]  Alfred O. Hero,et al.  Space-alternating generalized expectation-maximization algorithm , 1994, IEEE Trans. Signal Process..

[59]  R. Bro,et al.  A new efficient method for determining the number of components in PARAFAC models , 2003 .

[60]  S. Unnikrishna Pillai,et al.  Forward/backward spatial smoothing techniques for coherent signal identification , 1989, IEEE Trans. Acoust. Speech Signal Process..

[61]  Peter Jung,et al.  A flexibly configurable spatial model for mobile radio channels , 1998, IEEE Trans. Commun..

[62]  Robert H. Halstead,et al.  Matrix Computations , 2011, Encyclopedia of Parallel Computing.

[63]  Sven-Gustav Häggman,et al.  Wideband radio channel measurement system at 2 GHz , 1999, IEEE Trans. Instrum. Meas..

[64]  R. Kouyoumjian,et al.  A uniform geometrical theory of diffraction for an edge in a perfectly conducting surface , 1974 .

[65]  J. Rissanen,et al.  Modeling By Shortest Data Description* , 1978, Autom..

[66]  Petre Stoica,et al.  Spectral Analysis of Signals , 2009 .

[67]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[69]  Pierre Comon,et al.  Generic and typical ranks of three-way arrays , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[70]  Visa Koivunen,et al.  ML estimation of covariance matrix for tensor valued signals in noise , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[71]  Vittorio Degli-Esposti,et al.  A Characterization of Indoor Space and Frequency Diversity by Ray-Tracing Modeling , 1996, IEEE J. Sel. Areas Commun..

[72]  Joos Vandewalle,et al.  On the Best Rank-1 and Rank-(R1 , R2, ... , RN) Approximation of Higher-Order Tensors , 2000, SIAM J. Matrix Anal. Appl..

[73]  V. Koivunen,et al.  State-Space Modeling and Propagation Parameter Tracking: Multitarget tracking based approach , 2006, 2006 Fortieth Asilomar Conference on Signals, Systems and Computers.

[74]  Claude Oestges,et al.  MIMO Wireless Communications: From Real-World Propagation to Space-Time Code Design , 2007 .

[75]  Klaus I. Pedersen,et al.  Channel parameter estimation in mobile radio environments using the SAGE algorithm , 1999, IEEE J. Sel. Areas Commun..

[76]  J. Salo,et al.  An interim channel model for beyond-3G systems: extending the 3GPP spatial channel model (SCM) , 2005, 2005 IEEE 61st Vehicular Technology Conference.

[77]  Y. Selen,et al.  Model-order selection: a review of information criterion rules , 2004, IEEE Signal Processing Magazine.

[78]  P. Azzi,et al.  An advanced field prediction model including diffuse scattering , 2004, IEEE Transactions on Antennas and Propagation.

[79]  André Lima Férrer de Almeida,et al.  A Constrained Factor Decomposition With Application to MIMO Antenna Systems , 2008, IEEE Transactions on Signal Processing.

[80]  P. Vainikainen,et al.  Analysis of Multipath Propagation in Urban Environment Through Multidimensional Measurements and Advanced Ray Tracing Simulation , 2008, IEEE Transactions on Antennas and Propagation.

[81]  Thiagalingam Kirubarajan,et al.  Estimation with Applications to Tracking and Navigation , 2001 .

[82]  Visa Koivunen,et al.  Tensor decomposition of MIMO channel sounding measurements and its applications , 2008 .

[83]  C. Icheln,et al.  Recent development of mimo antennas and their evaluation for small mobile terminals , 2008, MIKON 2008 - 17th International Conference on Microwaves, Radar and Wireless Communications.

[84]  N. Gordon,et al.  Novel approach to nonlinear/non-Gaussian Bayesian state estimation , 1993 .

[85]  Kimmo Kalliola Experimental analysis of multidimensional radio channels , 2002 .

[86]  Fredrik Tufvesson,et al.  Dynamic Multi-Link Indoor MIMO Measurements at 5.3 GHz , 2007 .

[87]  V. Koivunen,et al.  Distributed scattering in radio channels and its contribution to MIMO channel capacity , 2006, 2006 First European Conference on Antennas and Propagation.

[88]  P. Almers,et al.  Development of measurement-based ray tracer for multi-link double directional propagation parameters , 2009, 2009 3rd European Conference on Antennas and Propagation.

[89]  Joos Vandewalle,et al.  A Multilinear Singular Value Decomposition , 2000, SIAM J. Matrix Anal. Appl..

[90]  Hamid Krim,et al.  Smoothed eigenspace-based parameter estimation , 1994, Autom..

[91]  Rasmus Bro,et al.  Recent developments in CANDECOMP/PARAFAC algorithms: a critical review , 2003 .

[92]  Theodore S. Rappaport,et al.  Geometrical-based statistical macrocell channel model for mobile environments , 2002, IEEE Trans. Commun..

[93]  Fredrik Tufvesson,et al.  A dynamic multi-link MIMO measurement system for 5.3 GHz , 2008 .

[94]  Christian Schneider,et al.  Measurement-Based Performance Evaluation of Advanced MIMO Transceiver Designs , 2005, EURASIP J. Adv. Signal Process..

[95]  Visa Koivunen,et al.  Joint Angular- and Delay-Domain MIMO Propagation Parameter Estimation Using Approximate ML Method , 2007, IEEE Transactions on Signal Processing.

[96]  T. Kailath,et al.  Estimation of Signal Parameters via Rotational Invariance Techniques - ESPRIT , 1986, MILCOM 1986 - IEEE Military Communications Conference: Communications-Computers: Teamed for the 90's.

[97]  Joos Vandewalle,et al.  Computation of the Canonical Decomposition by Means of a Simultaneous Generalized Schur Decomposition , 2005, SIAM J. Matrix Anal. Appl..

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

[99]  R.S. Thoma,et al.  DoA resolution limits in MIMO channel sounding , 2004, IEEE Antennas and Propagation Society Symposium, 2004..

[100]  Nikos D. Sidiropoulos,et al.  Parallel factor analysis in sensor array processing , 2000, IEEE Trans. Signal Process..

[101]  Jari Salo,et al.  Comparison of MIMO Antenna Configurations: Methods and Experimental Results , 2008, IEEE Transactions on Vehicular Technology.

[102]  Michael A. Jensen,et al.  Modeling the statistical time and angle of arrival characteristics of an indoor multipath channel , 2000, IEEE Journal on Selected Areas in Communications.

[103]  J.R. Fonollosa,et al.  Antennas: state of the art , 2006, IEEE Vehicular Technology Magazine.

[104]  Thomas Kailath,et al.  ESPRIT-estimation of signal parameters via rotational invariance techniques , 1989, IEEE Trans. Acoust. Speech Signal Process..

[105]  Richard A. Brown,et al.  Introduction to random signals and applied kalman filtering (3rd ed , 2012 .

[106]  Visa Koivunen,et al.  Detection and Tracking of MIMO Propagation Path Parameters Using State-Space Approach , 2009, IEEE Transactions on Signal Processing.

[107]  Andreas Richter Parametric Modelling and Estimation of Distributed Diffuse Scattering Components of Radio Channels , 2003 .

[108]  Jeffrey K. Uhlmann,et al.  New extension of the Kalman filter to nonlinear systems , 1997, Defense, Security, and Sensing.

[109]  Shuangquan Wang,et al.  Time-Varying MIMO Channels: Parametric Statistical Modeling and Experimental Results , 2007, IEEE Transactions on Vehicular Technology.

[110]  Tamara G. Kolda,et al.  Tensor Decompositions and Applications , 2009, SIAM Rev..

[111]  A. Paulraj,et al.  Joint angle and delay estimation (JADE) for signals in multipath environments , 1996, Conference Record of The Thirtieth Asilomar Conference on Signals, Systems and Computers.

[112]  Pertti Vainikainen,et al.  Millimeter-Wave MIMO Radio Channel Sounder , 2007, IEEE Transactions on Instrumentation and Measurement.

[113]  Gerd Sommerkorn,et al.  MIMO vector channel sounder measurement for smart antenna system evaluation , 2001, Eur. Trans. Telecommun..

[114]  Visa Koivunen,et al.  Tracking of Double Directional Radio Propagation Path Parameters with EKF , 2008 .

[115]  J. Kruskal,et al.  Candelinc: A general approach to multidimensional analysis of many-way arrays with linear constraints on parameters , 1980 .

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

[117]  Fredrik Gustafsson,et al.  Adaptive filtering and change detection , 2000 .

[118]  M. Viberg,et al.  Two decades of array signal processing research: the parametric approach , 1996, IEEE Signal Process. Mag..

[119]  A. G. Jaffer,et al.  Maximum likelihood direction finding of stochastic sources: a separable solution , 1988, ICASSP-88., International Conference on Acoustics, Speech, and Signal Processing.

[120]  V. Koivunen,et al.  An Algorithm for Estimation and Tracking of Distributed Diffuse Scattering in Mobile Radio Channels , 2006, 2006 IEEE 7th Workshop on Signal Processing Advances in Wireless Communications.

[121]  Florian Roemer,et al.  Higher-Order SVD-Based Subspace Estimation to Improve the Parameter Estimation Accuracy in Multidimensional Harmonic Retrieval Problems , 2008, IEEE Transactions on Signal Processing.

[122]  G. Sommerkorn,et al.  Multidimensional high-resolution channel sounding in mobile radio , 2004, Proceedings of the 21st IEEE Instrumentation and Measurement Technology Conference (IEEE Cat. No.04CH37510).

[123]  Pertti Vainikainen,et al.  5.3 GHz MIMO radio channel sounder , 2005, IMTC 2005.

[124]  Visa Koivunen,et al.  MIMO Propagation Parameter Tracking using EKF , 2006, 2006 IEEE Nonlinear Statistical Signal Processing Workshop.

[125]  Thomas Zwick,et al.  The COST259 Directional Channel Model-Part I: Overview and Methodology , 2006, IEEE Transactions on Wireless Communications.

[126]  Richard A. Harshman,et al.  Foundations of the PARAFAC procedure: Models and conditions for an "explanatory" multi-model factor analysis , 1970 .

[127]  R. O. Schmidt,et al.  Multiple emitter location and signal Parameter estimation , 1986 .

[128]  A. D. de Almeida,et al.  Estimation of Frequency-Selective Block-Fading MIMO Channels Using PARAFAC Modeling and Alternating Least Squares , 2006, 2006 Fortieth Asilomar Conference on Signals, Systems and Computers.

[129]  K. Mardia Statistics of Directional Data , 1972 .

[130]  H. Sorenson Least-squares estimation: from Gauss to Kalman , 1970, IEEE Spectrum.

[131]  Michael A. Jensen,et al.  Modeling the indoor MIMO wireless channel , 2002 .

[132]  Andreas F. Molisch,et al.  The double-directional radio channel , 2001 .

[133]  Roger F. Harrington,et al.  Field computation by moment methods , 1968 .

[134]  Kenneth Levenberg A METHOD FOR THE SOLUTION OF CERTAIN NON – LINEAR PROBLEMS IN LEAST SQUARES , 1944 .

[135]  Claude Oestges,et al.  A physical scattering model for MIMO macrocellular broadband wireless channels , 2003, IEEE J. Sel. Areas Commun..

[136]  Abbas Jamalipour,et al.  Wireless communications , 2005, GLOBECOM '05. IEEE Global Telecommunications Conference, 2005..

[137]  Markus Dr.-Ing. Landmann,et al.  Limitations of Experimental Channel Characterisation , 2009 .

[138]  Constantinos B. Papadias,et al.  Joint angle and delay estimation (JADE) for multipath signals arriving at an antenna array , 1997, IEEE Communications Letters.

[139]  Akbar M. Sayeed,et al.  Deconstructing multiantenna fading channels , 2002, IEEE Trans. Signal Process..

[140]  Lassi Hentila,et al.  WINNER II Channel Models , 2009 .

[141]  Phillip A. Regalia,et al.  On the Best Rank-1 Approximation of Higher-Order Supersymmetric Tensors , 2001, SIAM J. Matrix Anal. Appl..

[142]  Thomas Kürner,et al.  Concepts and Results for 3D Digital Terrain-Based Wave Propagation Models: An Overview , 1993, IEEE J. Sel. Areas Commun..

[143]  J. Chang,et al.  Analysis of individual differences in multidimensional scaling via an n-way generalization of “Eckart-Young” decomposition , 1970 .

[144]  Pekka Kyosti,et al.  MATLAB implementation of the 3GPP spatial channel model (3GPP TR 25.996) , 2005 .