Blind Pilot Decontamination

被引:311
作者
Mueller, Ralf R. [1 ,2 ]
Cottatellucci, Laura [3 ]
Vehkapera, Mikko [4 ,5 ]
机构
[1] Univ Erlangen Nurnberg, D-91058 Erlangen, Germany
[2] Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
[3] EURECOM, F-06410 Sophia Antipolis, France
[4] Aalto Univ, Helsinki, Finland
[5] Royal Inst Technol, Sch Elect Engn, S-10044 Stockholm, Sweden
关键词
Multiple antennas; multiple-input multiple-output (MIMO) systems; massive MIMO; spread-spectrum; channel estimation; principal component analysis; random matrices; free probability; eigenvalue spectrum;
D O I
10.1109/JSTSP.2014.2310053
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A subspace projection to improve channel estimation in massive multi-antenna systems is proposed and analyzed. Together with power-controlled hand-off, it can mitigate the pilot contamination problem without the need for coordination among cells. The proposed method is blind in the sense that it does not require pilot data to find the appropriate subspace. It is based on the theory of large random matrices that predicts that the eigenvalue spectra of large sample covariance matrices can asymptotically decompose into disjoint bulks as the matrix size grows large. Random matrix and free probability theory are utilized to predict under which system parameters such a bulk decomposition takes place. Simulation results are provided to confirm that the proposed method outperforms conventional linear channel estimation if bulk separation occurs.
引用
收藏
页码:773 / 786
页数:14
相关论文
共 19 条
  • [1] [Anonymous], 2002, Wireless Communications: Principles and Practice
  • [2] Multiple-input-multiple-output measurements and modeling in Manhattan
    Chizhik, D
    Ling, J
    Wolniansky, PW
    Valenzuela, RA
    Costa, N
    Huber, K
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2003, 21 (03) : 321 - 331
  • [3] Cottatellucci L., 2013, 77th Vehicular Technology Conference (VTC Spring), P1
  • [4] Fernandez F., 2012, P IEEE INT C COMM IC
  • [5] Gopalakrishnan B, 2011, SPAWC 2011: 2011 IEEE 12TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS, P381, DOI 10.1109/SPAWC.2011.5990435
  • [6] The Multicell Multiuser MIMO Uplink with Very Large Antenna Arrays and a Finite-Dimensional Channel
    Hien Quoc Ngo
    Larsson, Erik G.
    Marzetta, Thomas L.
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2013, 61 (06) : 2350 - 2361
  • [7] Ngo HQ, 2012, INT CONF ACOUST SPEE, P3249, DOI 10.1109/ICASSP.2012.6288608
  • [8] Pilot Contamination and Precoding in Multi-Cell TDD Systems
    Jose, Jubin
    Ashikhmin, Alexei
    Marzetta, Thomas L.
    Vishwanath, Sriram
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2011, 10 (08) : 2640 - 2651
  • [9] Krishnan N., 2012, P 50 ANN ALL C COMM
  • [10] Blind adaptive interference suppression for direct-sequence CDMA
    Madhow, U
    [J]. PROCEEDINGS OF THE IEEE, 1998, 86 (10) : 2049 - 2069