High-resolution independent component analysis-based time-of-arrival estimation for line-of-sight multipath environments

IET Communications

Volumn 5, Issue 10, 2011, Pages 1440-1452

  Pourkhaatoun, M ^a   Zekavat, S A Reza ^a  

^a Michigan Technological University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ESTIMATION PERFORMANCE; FREQUENCY DOMAINS; HIGH RESOLUTION; HIGH-SPEED; ICA ALGORITHMS; INDEPENDENT COMPONENTS; LINE-OF-SIGHT; LOCAL POSITIONING SYSTEM; LOCALISATION; LOW COMPLEXITY; MULTI-PATH; MULTIPATH ENVIRONMENTS; OPTIMISATIONS; RECEIVED SIGNALS; SIGNAL TO NOISE; SUPER RESOLUTION; TIME OF ARRIVAL ESTIMATION; TOA ESTIMATION; WIRELESS CHANNEL; WIRELESS ENVIRONMENT;

ALGORITHMS; DIGITAL SIGNAL PROCESSORS; ESTIMATION; FIELD PROGRAMMABLE GATE ARRAYS (FPGA); FIXED PLATFORMS; FREQUENCY DOMAIN ANALYSIS; MOBILE AD HOC NETWORKS; MULTIPATH PROPAGATION; OPTIMIZATION; SIGNAL PROCESSING; SIGNAL TO NOISE RATIO; TELECOMMUNICATION NETWORKS; UNDERWATER ACOUSTICS;

INDEPENDENT COMPONENT ANALYSIS;

EID: 80053238526     PISSN: 17518628     EISSN: None     Source Type: Journal    
DOI: 10.1049/iet-com.2010.0289     Document Type: Article

References (45)

1. Bosse, E., Turner, R.M., and Brookes, D.: 'Improved radar tracking using a multipath model: maximum likelihood compared with eigenvector analysis', IEE Proc. Radar Sonar Navig., 1994, 141, (4), p. 213-22210.1049/ip-rsn:19941162 1350-2395
2. Tong, H., and Zekavat, S.A.: 'A novel wireless local positioning system via a merger of DS-CDMA and beamforming: probability-of-detection performance analysis under array perturbations', IEEE Trans. Veh. Technol., 2007, 56, (3), p. 1307-132010.1109/TVT.2007.895499 0018-9545
3. Zhao, Z., Zhang, B., Zheng, J., Yan, Y., and Ma, J.: 'Improved radar tracking using a multipath model: maximum likelihood compared with eigenvector analysis', IET Commun., 2009, 3, (10), p. 1628-163710.1049/iet-com.2008.0566
4. Knapp, C.H., and Carter, C.G.: 'The generalized correlation method for estimation of time delay', IEEE Trans. Acoust. Speech Signal Process., 1976, ASSP-21, p. 320-32710.1109/TASSP.1976.1162830 0096-3518
5. Hertz, D.: 'Time delay estimation by combining efficient algorithms and generalized cross-correlation methods', IEEE Trans. Acoust. Speech Signal Process., 1986, 34, (1), p. 1-710.1109/TASSP.1986.1164789 0096-3518
6. Lohan, E.S., Hamila, R., Lakhzouri, A., and Renfors, M.: 'Highly efficient techniques for mitigating the effects of multipath propagation in DS-CDMA delay estimation', IEEE Trans. Wirel. Commun., 2005, 4, (1), p. 149-16210.1109/TWC.2004.840231 1536-1276
7. Hamila, R., Lakhzouri, A., Lohan, E.S., and Renfors, M.: 'A highly efficient generalized Teager-Kaiser-based technique for LOS estimation in WCDMA mobile positioning', EURASIP J. Appl. Signal Process., 2005, 5, p. 698-7081110-8657
8. Li, X., and Pahlavan, K.: 'Super-resolution TOA estimation with diversity for indoor geolocation', IEEE Trans. Wirel. Comm, 3, (1), p. 224-23410.1109/TWC.2003.819035
9. Chan, F.K.W., So, H.C., Zheng, J., and Lui, K.W.K.: 'Best linear unbiased estimator approach for time-of-arrival based localisation', IET Signal Process., 2008, 2, (2), p. 156-16210.1049/iet-spr:20070190
10. Yousef, N.R., Sayed, A.H., and Khajehnouri, N.: 'Detection of fading overlapping multipath components', IEEE Trans. Signal Process., 2006, 86, (9), p. 2407-24251053-587X
11. Lee, J.Y., and Scholtz, R.A.: 'Ranging in a dense multipath environment using an UWB radio link', IEEE J. Sel. Areas Commun., 2002, 20, (9), p. 1677-168310.1109/JSAC.2002.805060 0733-8716
12. Wang, Y.Y., Chen, J.T., and Fang, W.H.: 'TST-MUSIC for joint DOA-delay estimation', IEEE Trans. Signal Process., 2001, 49, (4), p. 721-72910.1109/78.912916 1053-587X
13. Stoica, P., and Nehorai, A.: 'MUSIC, maximum likelihood and Cramer-Rao bound', IEEE Trans. Acous. Speech Signal Process., 1989, 37, (5), p. 720-74110.1109/29.17564 0096-3518
14. Van der Veen, A.J., Vanderveen, M.C., and Paulraj, A.J.: 'Joint angle and delay estimation using shift-invariance properties', IEEE Signal Process. Lett., 1997, 4, (5), p. 142-14510.1109/97.575559 1070-9908
15. Saarnisaari, H.: 'TLS-ESPRIT in a time delay estimation', Proc. IEEE 47th VTC, 1997, p. 1619-1623
16. Al-Jazzar, S., and Caffery, J.: 'ESPRIT-based joint AOA/delay estimation for CDMA systems', IEEE Wireless Communications and Networking Conf., (WCNC), March 2004, p. 2244-2249 vol. 4
17. Hyvarinen, A., Karhunen, J., and Oja, E.: 'Independent component analysis', (John Wiley & Son 2001)
18. Hyvärinen, A.: 'Fast and robust fixed-point algorithms for independent component analysis', IEEE Trans. Neural Netw., 1999, 10, (3), p. 626-63410.1109/72.761722 1045-9227
19. Bingham, E., and Hyvarinen, A.: 'A fast fix-point algorithm for independent component analysis of complex valued signal', Int. J. Neural Syst., 2000, 10, (1), p. 1-810.1016/S0129-0657(00)00002-8 0129-0657
20. Tichavský, P.Z., Koldovský, P., and Oja, E.: 'Performance analysis of the FastICA algorithm and Cramér-Rao bounds for linear Independent component analysis', IEEE Trans. Signal Process., 2006, 54, p. 1189-120310.1109/TSP.2006.870561 1053-587X
21. Sawada, H., Araki, S., Mukai, R., and Makino, S.: 'Grouping separated frequency components by estimating propagation model parameters in frequency-domain blind source separation', IEEE Trans. Audio Speech Lang. Process., 2007, 15, (5), p. 1592-160410.1109/TASL.2007.899218
22. Cristescu, R., Ristaniemi, T., Joutsensalo, J., and Karhunen, J.: 'CDMA delay estimation using a FastICA algorithm', Proc. 11th IEEE Int. Symp. on Personal, Indoor, and Mobile Radio Communications (PIMRC 2000), 2000, p. 1117-1120
23. Pourkhaatoun, M., Zekavat, S.A., and Pourrostam, J.: 'A high resolution ICA based time delays estimation technique', IEEE RADAR Conf., April 2007, p. 320-324
24. Pourkhaatoun, M., and Zekavat, S.A.: 'A novel ICA-based TOA estimation technique: achieving high resolution, high reliability, and, low cost', Proc. IEEE Int. Workshop on Signal Processing and its Applications, WOSPA'08 UAE, 2008, p. 18-20
25. Chen, T., and Lin, Q.: 'Dynamic behavior of the whitening process', IEEE Signal Process. Lett., 1998, 5, (1), p. 25-2610.1109/97.654871 1070-9908
26. Saleh, A., and Valenzuela, R.: 'A statistical model for indoor multipath propagation', IEEE J. Sel. Areas Commun., 1987, 5, (2), p. 128-13710.1109/JSAC.1987.1146527 0733-8716
27. Alavi, B., and Pahlavan, K.: 'Modeling of the TOA based distance measurement error using UWB indoor radio measurements', IEEE Commun. Lett., 2006, 10, (4), p. 275-27710.1109/LCOMM.2006.1613745 1089-7798
28. Alsindi, N., Li, X., and Pahlavan, K.: 'Analysis of TOA estimation using wideband measurements of indoor radio propagations', IEEE Trans. Instrum. Meas., 2007, 56, (5), p. 1537-154510.1109/TIM.2007.904481 0018-9456
29. Pahlavan, K., Li, X., and Makela, J.: 'Indoor geolocation science and technology', IEEE Commun. Mag., 2002, 40, p. 112-11810.1109/35.983917 0163-6804
30. Koldovský, Z., Tichavský, P., and Oja, E.: 'Efficient variant of algorithm FastICA for independent component analysis attaining the Cramér-Rao lower bound', IEEE Trans. Neural Netw., 2006, 17, (5), p. 1265-127710.1109/TNN.2006.875991 1045-9227
31. Novey, M., and Adali, T.: 'Complex ICA by negentropy maximization', IEEE Trans. Neural Netw., 2008, 19, (4), p. 596-60910.1109/TNN.2007.911747 1045-9227
32. Novey, M., and Adali, T.: 'Extending the complex FastICA algorithm to noncircular sources', IEEE Trans. Signal Process., 2008, 56, (5), p. 2148-215410.1109/TSP.2007.911278 1053-587X
33. Adali, T., Novey, M., and Cardoso, J.F.: 'Complex ICA using nonlinear functions', IEEE Trans. Signal Process., 2008, 56, (9), p. 4536-454410.1109/TSP.2008.926104 1053-587X
34. Stoica, P.: 'List of references on spectral line analysis', Signal Process., 1993, 31, (3), p. 329-34010.1016/0165-1684(93)90090-W 0165-1684
35. Kenefic, R.J., and Nuttall, A.H.: 'Maximum likelihood estimation of the parameters of tone using real discrete data', IEEE J. Ocean. Eng., 1987, OE-12, (1), p. 279-28010.1109/JOE.1987.1145230 0364-9059
36. Tufts, D., and Kumaresan, R.: 'Estimation of frequencies of multiple sinusoids: making linear prediction perform like maximum likelihood', Proc. IEEE, 1982, 70, p. 975-98910.1109/PROC.1982.12428 0018-9219
37. So, H.C., and Chan, K.W.: 'Reformulation of Pisarenko harmonic decomposition method for single-tone frequency estimation', IEEE Trans. Signal Process., 2004, 52, (4), p. 1128-113510.1109/TSP.2004.823473 1053-587X
38. Pahlavan, K., and Krishnamurthy, P.: 'Principles of wireless networks - A unified approach', (Prentice-Hall, Englewood Cliffs, NJ 2002)
39. Oppenheim, A.V., Schafer, R.W., and Buck, J.R.: 'Discrete-time signal processing', (Prentice-Hall, Upper Saddle River, NJ 1999)
40. Xu, G., and Kailath, T.: 'Fast subspace decomposition', IEEE Trans. Signal Process., 1994, 42, (3), p. 539-55110.1109/78.277846 1053-587X
41. Du, H., and Qi, H.: 'A reconfigurable FPGA system for parallel independent component analysis', EURASIP J. Embedded Syst., 2006, p. 1-12 2302510.1155/ES/2006/23025
42. Duprat, J., and Muller, J.-M.: 'The CORDIC algorithm: new results for fast VLSI implementation', IEEE Trans. Comput., 1993, 42, (2), p. 168-17810.1109/12.204786 0018-9340
43. Sayed, A.H.: 'Fundamentals of adaptive filtering', (Wiley, New York 2003)
44. Porat, D.: 'Digital processing of random signals: theory and methods', (Prentice-Hall, Englewood Cliffs, NJ 1993)
45. Manolakis, D., Ingle, V., and Kogon, S.: 'Statistical and adaptive signal processing', (McGraw-Hill, New York 2000)