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Joint I/Q imbalances estimation using data-dependent superimposed training

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Abstract

In this paper, we address the joint estimation of the channel impulse response and frequency-dependent in-phase and quadrature-phase (I/Q) imbalances using data-dependent superimposed training (DDST). The analysis developed shows that it is possible to use the first-order statistics of the received process to achieve synchronization and identify the resulting widely linear system that encompasses the radio frequency impairments considered. Furthermore, it is also verified that for the joint estimation of the transmitter and the receiver I/Q imbalances, additional constraints than those required for strictly linear systems should be imposed on the training sequences employed. The results of numerical simulations show that DDST has comparable performance with methods reported in the literature.

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References

  1. Tugnait, J.K., Lang, T., Zhi, D.: Single-user channel estimation and equalization. IEEE Signal Process. Mag. 17(3), 16–28 (2000)

    Article  Google Scholar 

  2. Xu, D., Yang, L.: (Semi-)blind channel estimation for space time block coded system with transmit diversity. Signal Image Video Process. 1(1), 89–97 (2007)

    Article  Google Scholar 

  3. Pinchas, M.: A novel expression for the achievable MSE performance obtained by blind adaptive equalizers. Signal Image Video Process. 7(1), 67–74 (2013)

    Article  Google Scholar 

  4. Orozco-Lugo, A.G., Lara, M.M., McLernon, D.C.: Channel estimation using implicit training. IEEE Trans. Signal Process. 52(1), 240–254 (2004)

    Article  MathSciNet  Google Scholar 

  5. Ghogho, M., McLernon, D., Alameda-Hernandez, E., Swami, A.: Channel estimation and symbol detection for block transmission using data-dependent superimposed training. IEEE Signal Process. Lett. 12(3), 226–229 (2005)

    Article  Google Scholar 

  6. Razavi, B.: Design considerations for direct-conversion receivers. IEEE Trans. Circuits Syst. II Analog Digit. Signal Process. 44(6), 428–435 (1997). (1993–2003)

    Article  Google Scholar 

  7. Minn, H., Munoz, D.: Pilot Designs for Channel Estimation of OFDM Systems with Frequency-Dependent I/Q Imbalances. In: IEEE Wireless Communications and Networking Conference 2009, 5–8 April (2009)

  8. Rodriguez-Avila, R., Nunez-Vega, G., Parra-Michel, R., Guzman, M.E., Torres-Roman, D.: A frequency-selective I/Q imbalance analysis technique. IEEE Trans. Wireless Commun. 13(4), 1854–1861 (2014)

    Article  Google Scholar 

  9. Rodriguez-Avila, R., Nunez-Vega, G., Parra-Michel, R., Mendez-Vazquez, A.: Frequency-selective joint Tx/Rx I/Q imbalance estimation using Golay complementary sequences. IEEE Trans. Wirel. Commun. 12(5), 2171–2179 (2013)

    Article  Google Scholar 

  10. Lei, C., Zhigang, L., Xiantao, C., Shaoqian, L.: Golay sequence based time-domain compensation of frequency-dependent I/Q imbalance. China Commun. 11(6), 1–11 (2014)

    Article  Google Scholar 

  11. Valkama, M., Renfors, M., Koivunen, V.: Blind signal estimation in conjugate signal models with application to I/Q imbalance compensation. IEEE Signal Process. Lett. 12(11), 733–736 (2005)

    Article  MATH  Google Scholar 

  12. Anttila, L., Valkama, M., Renfors, M.: Circularity-based I/Q imbalance compensation in wideband direct-conversion receivers. IEEE Veh. Technol. 57(4), 2099–2113 (2008)

    Article  Google Scholar 

  13. Alameda-Hernandez, E., McLernon, D.C., Orozco-Lugo, A.G., Lara, M.M., Ghogho, M.: Frame/training sequence synchronization and DC-offset removal for (data-dependent) superimposed training based channel estimation. IEEE Trans. Signal Process. 55(6), 2557–2569 (2007)

    Article  MathSciNet  Google Scholar 

  14. Adali, T., Schreier, P.J., Scharf, L.L.: Complex-valued signal processing: the proper way to deal with impropriety. IEEE Trans. Signal Process. 59(11), 5101–5125 (2011)

    Article  MathSciNet  Google Scholar 

  15. Arriaga-Trejo, I.A., Orozco-Lugo, A.G., Veloz-Guerrero, A., Guzman, M.E.: Widely linear system estimation using superimposed training. IEEE Trans. Signal Process. 59(11), 5651–5657 (2011)

    Article  MathSciNet  Google Scholar 

  16. Lopez-Estraviz, E., De Rore, S., Horlin, F., Van der Perre, L.: Optimal training sequences for joint channel and frequency-dependent IQ imbalance estimation in OFDM-based receivers, vol. 10, pp. 4595–4600. In: IEEE International Conference on Communications 2006 (ICC ’06), June (2006)

  17. Arriaga-Trejo, I. A., Orozco-Lugo, A., Veloz-Guerrero, A., Guzman-Renteria, M.: Superimposed training synchronization for Widely Linear systems, pp. 618–623. In: International Conference on Information Science, Signal Processing and their Applications (ISSPA), 2–5 July 2012

  18. Arriaga-Trejo, I.A., Flores-Troncoso, J., Villanueva, J., Simón, J.: Design of unimodular sequences with real periodic correlation and complementary correlation. Electron. Lett. 52(4), 319–321 (2016)

    Article  Google Scholar 

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Acknowledgements

The authors gratefully acknowledge the comments from the anonymous reviewers, which helped to improve the quality of the manuscript.

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Correspondence to I. A. Arriaga-Trejo.

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Arriaga-Trejo, I.A., Orozco-Lugo, A.G., Villanueva-Maldonado, J. et al. Joint I/Q imbalances estimation using data-dependent superimposed training. SIViP 11, 729–736 (2017). https://doi.org/10.1007/s11760-016-1016-0

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  • DOI: https://doi.org/10.1007/s11760-016-1016-0

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