Skip to main content

Abstract

In this paper, we examine the channel frequency response equalization under the existence of impulse noise of a high-speed radio wireless system. Thus, we progress, by means of Linear Minimum Mean Squares Error-Support Vector Regression (LMMSE-SVR), an outspread algorithm to estimate complex values of the selective channel from the transmitted pilot symbols and then perform equalization task. This process mixes initially the estimation at reference symbols, performs at data information signals the nonlinear interpolation and finally accomplishes channel equalization. Numerical simulations are established in terms of Mean Squares Error (MSE) as well as Bit Error rate (BER) performances for a Long Term Evolution system using a high level modulation scheme (64-QAM Qadrature Amplitude Modulation) under high speed mobility (350 Km/h) in the existence of impulsive noise.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Li, T., Fan, P., Xiong, K., Ben Letaief, K.: QoS-distinguished achievable rate region for high speed railway wireless communications. In: IEEE Wireless Communications and Networking Conference (WCNC), pp. 2044–2049 (2015)

    Google Scholar 

  2. Dai, X., Zhang, W., Xu, J., Mitchell, J.E., Yang, Y.: Kalman interpolation filter for channel estimation of LTE downlink in high-mobility environments. EURASIP J. Wirel. Commun. Netw. 1–14 (2012)

    Google Scholar 

  3. Charrada, A., Samet, A.: Joint interpolation for LTE downlink channel estimation in very high-mobility environments with support vector machine regression. IET Commun. J. 10(17), 2435–2444 (2016)

    Article  Google Scholar 

  4. Charrada, A., Samet, A.: Estimation of highly selective channels for OFDM system by complex least squares support vector machines. Int. J. Electron. Commun. (AEĂœ) 66(8), 687–692 (2012)

    Article  Google Scholar 

  5. Jianning, Y., Kun, L., Xie, Z.: An improved channel estimation method based on jointly preprocessing of time-frequency domain in TD-LTE system. J. Netw. 9(4), 1047–1054 (2014)

    Google Scholar 

  6. Charrada, A., Samet, A.: Nonlinear complex M-SVR for LTE MIMO-OFDM channel with impulsive noise. In: 7th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications (SETIT), pp. 10–13 (2016)

    Google Scholar 

  7. Charrada, A., Samet, A.: Nonlinear complex LS-SVM for highly selective OFDM channel with impulse noise. In: 6th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications (SETIT), pp. 696–700 (2012)

    Google Scholar 

  8. Charrada, A.: SVM based on LMMSE for high-speed coded OFDM channel with normal and extended cyclic prefix. Phys. Commun. J. 29(2018), 288–295 (2018)

    Article  Google Scholar 

  9. 3rd Generation Partnership Project, Technical Specification Group Radio Access Network; evolved Universal Terrestrial Radio Access (UTRA): Base Station (BS) radio transmission and reception, TS 36.104, V8.7.0, pp. 22–33 (2009)

    Google Scholar 

  10. 3rd Generation Partnership Project, Technical Specification Group Radio Access Network; evolved Universal Terrestrial Radio Access (UTRA): Physical Channels and Modulation layer, TS 36.211, V8.8.0, pp. 50–58 (2009)

    Google Scholar 

  11. 3rd Generation Partnership Project, Technical Specification Group Radio Access Network; Physical layer aspects for evolved Universal Terrestrial Radio Access (UTRA), TR 25.814, V7.1.0, pp. 20–29 (2006)

    Google Scholar 

  12. 3rd Generation Partnership Project, Technical Specification Group Radio Access Network; evolved Universal Terrestrial Radio Access (UTRA): Physical layer procedures, TS 36.213, V8.8.0, pp. 23–31 (2009)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anis Charrada .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Charrada, A. (2020). Performance Evaluation of Nonlinear LMMSE-SVR Equalizer for High-Speed Radio Systems. In: Bouhlel, M., Rovetta, S. (eds) Proceedings of the 8th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications (SETIT’18), Vol.2. SETIT 2018. Smart Innovation, Systems and Technologies, vol 147. Springer, Cham. https://doi.org/10.1007/978-3-030-21009-0_37

Download citation

Publish with us

Policies and ethics