An ESPRIT-based approach for 2-D localization of incoherently distributed sources in massive MIMO systems

IEEE Journal on Selected Topics in Signal Processing

Volumn 8, Issue 5, 2014, Pages 996-1011

  Hu, Anzhong ^a,b   Lv, Tiejun ^a,b   Gao, Hui ^a,b   Zhang, Zhang ^c   Yang, Shaoshi ^d  

^a BEIJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

^b BEIJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

^c NOKIA RESEARCH CENTER   (United States)

^d UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

Angular spread; direction of arrival (DOA); large scale massive multiple input multiple output (LS MIMO massive MIMO); two dimensional (2 D) localization; very large arrays

Indexed keywords

ANGULAR SPREADS; DIRECTIONOF-ARRIVAL (DOA); LARGE-SCALE/MASSIVE MULTIPLE-INPUT MULTIPLE-OUTPUT (LS-MIMO/MASSIVE MIMO); TWO DIMENSIONAL (2 D); VERY LARGE ARRAYS;

EID: 84907225516     PISSN: 19324553     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSTSP.2014.2313409     Document Type: Article

References (52)

1. D. Gesbert, M. Kountouris, R.W. Heath, C.-B. Chae, and T. Sälzer, "Shifting the MIMO paradigm," IEEE Signal Process. Mag., vol. 24, no. 5, pp. 36-46, Sep. 2007.
2. F. Rusek, D. Persson, B. K. Lau, E. G. Larsson, T. L. Marzetta, O. Edfors, and F. Tufvesson, "Scaling up MIMO: Opportunities and challenges with very large arrays," IEEE Signal Process. Mag., vol. 30, no. 1, pp. 40-60, Jan. 2013.
3. T. L.Marzetta, "Noncooperative cellular wireless with unlimited numbers of base station antennas," IEEE Trans. Wireless Commun., vol. 9, no. 11, pp. 3590-3600, Nov. 2010.
4. J. Zhang, C.-K. Wen, S. Jin, X. Gao, and K.-K. Wong, "On capacity of large-scale MIMO multiple access channels with distributed sets of correlated antennas," IEEE J. Sel. Areas Commun., vol. 31, no. 2, pp. 133-148, Feb. 2013.
5. L. Dai, Z. Wang, and Z. Yang, "Spectrally efficient time-frequency training OFDM for mobile large-scale MIMO systems," IEEE J. Sel. Areas Commun., vol. 31, no. 2, pp. 251-263, Feb. 2013.
6. X. Su, J. Zeng, L.-P. Rong, and Y.-J. Kuang, "Investigation on key technologies in large-scale MIMO," J. Comput. Sci. Technol., vol. 28, no. 3, pp. 412-419, May 2013.
7. W. Ding and T. Lv, "Multiuser MIMO using block diagonalization: How many users should be served?," in Proc. IEEE Global Telecommun. Conf. (GLOBECOM '13), Atlanta, GA, USA, Dec. 2013, pp. 4315-4320.
8. H. Liu, H. Gao, A. Hu, and T. Lv, Low-complexity transmissionmode selection in MU-MIMO systems Mar. 19, 2014 [Online]. Available: http://arxiv.org/abs/1403.4374
9. O. N. Alrabadi, E. Tsakalaki, H. Huang, and G. F. Pedersen, "Beamforming via large and dense antenna arrays above a clutter," IEEE J. Sel. Areas Commun., vol. 31, no. 2, pp. 314-325, Feb. 2013.
10. J. Koppenborg, H. Halbauer, S. Saur, and C. Hoek, "3D beamforming trials with an active antenna array," in Proc. Int. ITG Workshop Smart Antennas, Dresden, Germany, Mar. 2012, pp. 110-114.
11. H. Halbauer, S. Saur, J. Koppenborg, and C. Hoek, "3D beamforming: Performance improvement for cellular networks," Bell Labs Tech. J., vol. 18, no. 2, pp. 37-56, Sep. 2013.
12. L. C. Godara, "A robust adaptive array processor," IEEE Trans. Circuits Syst., vol. 34, no. 7, pp. 721-730, Jul. 1987.
13. C. L. Zahm, "Effects of errors in the direction of incidence on the performance of an adaptive array," Proc. IEEE, vol. 60, no. 8, pp. 1008-1009, Aug. 1972.
14. J. W. Kim and C. K. Un, "A robust adaptive array based on signal subspace approach," IEEE Trans. Signal Process., vol. 41, no. 11, pp. 3166-3171, Nov. 1993.
15. H. Krim and M. Viberg, "Two decades of array signal processing research: The parametric approach," IEEE Signal Process. Mag., vol. 13, no. 4, pp. 67-94, Jul. 1996.
16. Y.U. Lee, J. Choi, I. Song, and S. R. Lee, "Distributed source modeling and direction-of-arrival estimation techniques," IEEE Trans. Signal Process., vol. 45, no. 4, pp. 960-969, Apr. 1997.
17. D. Astély and B. Ottersten, "The effects of local scattering on direction of arrival estimation with MUSIC," IEEE Trans. Signal Process., vol. 47, no. 4, pp. 3220-3234, Apr. 1999.
18. S. Valaee, B. Champagne, and P. Kabal, "Parametric localization of distributed sources," IEEE Trans. Signal Process., vol. 43, no. 9, pp. 2144-2153, Sep. 1995.
19. S. Shahbazpanahi, S. Valaee, and M. H. Bastani, "Distributed source localization using ESPRIT algorithm," IEEE Trans. Signal Process., vol. 49, no. 10, pp. 2169-2178, Oct. 2001.
20. J. Lee, I. Song, H. Kwon, and S. R. Lee, "Low-complexity estimation of 2-D DOA for coherently distributed sources," Signal Process., vol. 83, no. 8, pp. 1789-1802, Aug. 2003.
21. Z. Zheng and G. Li, "Low-complexity estimation of DOA and angular spread for an incoherently distributed source," Wireless Personal Commun., vol. 70, no. 4, pp. 1653-1663, Jun. 2013.
22. M. Bengtsson and B. Ottersten, "Low-complexity estimators for distributed sources," IEEE Trans. Signal Process., vol. 48, no. 8, pp. 2185-2194, Aug. 2000.
23. S. Shahbazpanahi, S. Valaee, and A. B. Gershman, "A covariance fitting approach to parametric localization of multiple incoherently distributed sources," IEEE Trans. Signal Process., vol. 52, no. 3, pp. 592-600, Mar. 2004.
24. M. Tapio, "Direction and spread estimation of spatially distributed signals via the power azimuth spectrum," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP '02), Orlando, FL, USA, May 2002, pp. 3005-3008.
25. T. Trump and B. Ottersten, "Estimation of nominal direction of arrival and angular spread using an array of sensors," Signal Process., vol. 50, no. 1/2, pp. 57-69, Apr. 1996.
26. B. T. Sieskul, "An asymptotic maximum likelihood for joint estimation of nominal angles and angular spreads of multiple spatially distributed sources," IEEE Trans. Signal Process., vol. 59, no. 3, pp. 1534-1538, Mar. 2010.
27. M. Ghogho, O. Besson, and A. Swami, "Estimation of direction of arrival of multiple scattered sources," IEEE Trans. Signal Process., vol. 49, no. 11, pp. 2467-2480, Nov. 2001.
28. O. Besson, F. Vincent, and P. Stoica, "Approximate maximum likelihood estimators for array processing in multiplicative noise environments," IEEE Trans. Signal Process., vol. 48, no. 9, pp. 2506-2518, Sep. 2000.
29. A. B. Gershman, C. F. Mecklenbräuker, and J. F. Böhme, "Matrix fitting approach to direction of arrival estimation with imperfect coherence of wavefronts," IEEE Trans. Signal Process., vol. 45, no. 7, pp. 1894-1899, Jul. 1997.
30. O. Besson and P. Stoica, "Decoupled estimation of DOA and angular spread for a spatially distributed source," IEEE Trans. Signal Process., vol. 48, no. 7, pp. 1872-1882, Jul. 2000.
31. O. Besson, P. Stoica, and A. B. Gershman, "Simple and accurate direction of arrival estimator in the case of imperfect spatial coherence," IEEE Trans. Signal Process., vol. 49, no. 7, pp. 730-737, Jul. 2001.
32. A. Monakov and O. Besson, "Direction finding for an extended target with possibly non-symmetric spatial spectrum," IEEE Trans. Signal Process., vol. 52, no. 1, pp. 283-287, Jan. 2004.
33. A. Zoubir, Y. Wang, and P. Chargé, "A modified COMET-EXIP method for estimating a scattered source," Signal Process., vol. 86, no. 4, pp. 733-743, Apr. 2006.
34. B. Ottersten, P. Stoica, and R. Roy, "Covariance matching estimation techniques for array signal processing applications," Digital Signal Process., vol. 8, no. 3, pp. 185-210, Jul. 1998.
35. H. Boujemâa, "Extension of COMET algorithm to multiple diffuse source localization in azimuth and elevation," Eur. Trans. Telecomm., vol. 16, no. 6, pp. 557-566, Nov./Dec. 2005.
36. M. Bengtsson and B. Ottersten, "A generalization of weighted subspace fitting to full-rank models," IEEE Trans. Signal Process., vol. 49, no. 5, pp. 1002-1012, May 2001.
37. Y. Meng, P. Stoica, and K. M. Wong, "Estimation of the directions of arrival of spatially dispersed signals in array processing," IEE Proc. Radar, Sonar, Nav., vol. 143, no. 1, pp. 1-9, Feb. 1996.
38. M. Bengtsson, "Antenna array signal processing for high rank models," Ph.D. dissertation, Signals, Sensors, Syst. Dept, Royal Inst. of Technol., Stockholm, Sweden, 1999.
39. A. Hassanien, S. Shahbazpanahi, and A. B. Gershman, "A generalized Capon estimator for localization ofmultiple spread sources," IEEE Trans. Signal Process., vol. 52, no. 1, pp. 280-283, Jan. 2004.
40. A. Zoubir, Y. Wang, and P. Chargé, "Efficient subspace-based estimator for localization of multiple incoherently distributed sources," IEEE Trans. Signal Process., vol. 56, no. 2, pp. 532-542, Feb. 2008.
41. J. Zhou, Z. Zheng, and G. Li, "Low-complexity estimation of the nominal azimuth and elevation for incoherently distributed sources," Wireless Personal Commun., vol. 71, no. 3, pp. 1777-1793, Aug. 2013.
42. R. O. Schmidt, "Multiple emitter location and signal parameter estimation," IEEE Trans. Antennas Propag., vol. AP-34, no. 3, pp. 276-280, Mar. 1986.
43. A. Paulraj, R. Roy, and T. Kailath, "A subspace rotation approach to signal parameter estimation," Proc. IEEE, vol. 74, no. 7, pp. 1044-1046, Jul. 1986.
44. R. Roy, A. Paulraj, and T. Kailath, "ESPRIT-A subspace rotation approach to estimation of parameters of cisoids in noise," IEEE Trans. Acoust., Speech, Signal Process., vol. ASSP-34, no. 5, pp. 1340-1342, Oct. 1986.
45. R. Roy and T. Kailath, "ESPRIT-estimation of signal parameters via rotational invariance techniques," IEEE Trans. Acoust., Speech, Signal Process., vol. 37, no. 7, pp. 984-995, Jul. 1989.
46. M. Haardt, M. D. Zoltowski, C. P. Mathews, and J. A. Nossek, "2D unitary ESPRIT for efficient 2D parameter estimation," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP '95), Detroit, MI, USA, May 1995, pp. 2096-2099.
47. P. Heidenreich, A. M. Zoubir, and M. Rübsamen, "Joint 2-D DOA estimation and phase calibration for uniform rectangular arrays," IEEE Trans. Signal Process., vol. 60, no. 9, pp. 4683-4693, Sep. 2012.
48. P. Zetterberg, "Mobile cellular communications with base station antenna arrays: Spectrum efficiency, algorithms and propagation models," Ph.D. dissertation, Royal Inst. of Technol., Stockholm, Sweden, 1997.
49. G. H. Golub and C. F. V. Loan, Matrix computations, 3rd ed ed. Baltimore, MD, USA: Johns Hopkins Univ. Press, 1996.
50. B. Karakaya, H. Arslan, and H. A. Cirpan, "Channel estimation for LTE uplink in high Doppler spread," in Proc. IEEE Wireless Commun. Netw. Conf. (WCNC '08), Las Vegas, NV, USA, Mar. 2008, pp. 1126-1130.
51. S. M. Kay, Fundamentals of Statistical Signal Processing: Estimation Theory. Englewood Cliffs, NJ, USA: Prentice-Hall, 1993.
52. S. E. Jo, S. W.Kim, and T. J. Park, "Equally constrained affine projection algorithm," in Proc. 38th Asilomar Conf. Signals, Syst., Comput., Pacific Grove, CA, USA, Nov. 2004, pp. 955-959.