Skip to main content
Log in

Adaptive SOICAF Algorithm for PAPR Mitigation in OFDM Systems

  • Published:
Wireless Personal Communications Aims and scope Submit manuscript

Abstract

Orthogonal frequency division multiplexing (OFDM) technology widely used in wireless communications applications for its high data rate. The major limitation of OFDM is the peak-to-average power (PAPR) problem. Several techniques were applied to mitigate PAPR in OFDM application systems. One of the schemes used for PAPR mitigation is Iterative clipping and filtering (ICAF). It uses the same or identical signals for recursive clipping with a constant threshold level for distinct levels of iterations. This scheme drives signal processing blocks like Fast-Fourier transform (FFT)/inverse FFT (IFFT) blocks the number of times to achieve the required level of PAPR, thereby consumes the average system power and takes more computational time. For further improvement, a new adaptive algorithm to mitigate PAPR in OFDM systems proposed. The proposed adaptive algorithm Lagrange multiplier optimization. Results after simulation justify that depending on the threshold value, PAPR reduction achieved with a slight degradation in BER compared with other existing techniques. BER remains same for low threshold level value, but for high threshold level values it is little bit degraded. Over all PAPR reduction, it performs better by 4 dB when compared to the other schemes. In the case of BER tradeoffs, the complexity of the design and computational speed of resources usage minimized. By carefully selecting the clipping threshold, we can achieve same BER with good reduction in PAPR.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

References

  1. Bingham, J. (1990). Multicarrier modulation for data transmission: An idea whose time has come. IEEE Communication Magazine,28(5), 5–14.

    Article  Google Scholar 

  2. Jiang, T., & Wu, Y. (2008). An overview: Peak-to-average power ratio reduction techniques for OFDM signals. IEEE Transactions on Broadcasting,54(2), 257–268.

    Article  Google Scholar 

  3. Jiang, T., Guizani, M., Chen, H.-H., Xiang, W., & Wu, Y. (2008). Derivation of PAPR distribution for OFDM wireless systems based on extreme value theory. IEEE Transactions on Wireless Communications,7(4), 1298–1305.

    Article  Google Scholar 

  4. Singh, D., & Sarin, R. K. (2019). Computationally efficient variational bayesian method for PAPR reduction in multiuser MIMO-OFDM systems. ETRI Journal,41(3), 298–307.

    Article  Google Scholar 

  5. Kelvin, A. (2018). Advances in PAPR reduction for OFDM systems with machine learning. In ICFNDS '18 Proceedings of the 2nd International Conference on Future Networks and Distributed Systems, Article No 65.

  6. Kim, M., Lee, W., & Cho, D. H. (2018). A novel PAPR reduction scheme for OFDM system based on deep learning. IEEE Communication Letters,22(3), 510–513.

    Article  Google Scholar 

  7. Hao, L., Wang, D., Tao, Y., Chung, W., Li, J., & Liu, Z. (2019). The extended SLM combined autoencoder of the PAPR reduction scheme in DCO-OFDM systems. MDPI Journal of Applied Science,9(5), 852–859.

    Google Scholar 

  8. DelMarco, S. P. (2018). A constrained optimization approach to compander design for OFDM PAPR reduction. IEEE Transactions on Broadcasting,64(2), 307–318.

    Article  Google Scholar 

  9. Idris, A., Mohd Sapari, N. L., Syarhan Idris, M., Sarnin, S. S., Norsyafizan Wan Mohamad, W., & Naim, N. F. (2018). Reduction of PAPR using block coding method and APSK modulation techniques for F-OFDM in 5g system. In Proceedings of the TENCON IEEE Region 10 Conference (pp. 2456–2460).

  10. Anoh, K., Tanriover, C., Adebisi, B., & Hammoudeh, M. (2018). A new approach to iterative clipping and filtering papr reduction scheme for OFDM systems. IEEE Access,6, 533–544.

    Google Scholar 

  11. Wang, L., & Tellambura, C. (2005). A simplified clipping and filtering technique for PAR reduction in OFDM Systems. IEEE Signal Processing Letters,12(6), 453–456.

    Article  Google Scholar 

  12. C. Sharma, P. K., Tomar, S. K., & Gupta, A. K. (2011). A modified Iterative Amplitude clipping and filtering technique for PAPR reduction in OFDM systems. In Proceedings of the Intl. Conf. Emerging Trends Netw. Comput. Commun (pp. 365–368).

  13. Armstrong, J. (2002). Peak-to-average power reduction for OFDM by repeated clipping and frequency domain filtering. IEEE Electronic Letters,38(5), 246–247.

    Article  Google Scholar 

  14. Nandalal, V., & Sophia, S. (2014). PAPR reduction of OFDM signal via custom conic optimized iterative adaptive clipping and filtering. Wireless Personal Communications,78(2), 867–880.

    Article  Google Scholar 

  15. Wang, Y. C., & Luo, Z. Q. (2011). Optimized iterative clipping and filtering for PAPR reduction of OFDM signals. IEEE Transactions on Communication,59(1), 33–37.

    Article  Google Scholar 

  16. Zhu, X., Pan, W., Li, H., & Tang, Y. (2013). Simplified approach to optimized iterative clipping and filtering for PAPR reduction of OFDM signals. IEEE Transactions on Communications,61(5), 1891–1901.

    Article  Google Scholar 

  17. Gurung, A. K., Al-Qahtani, F. S., Sadik, A. Z., & Hussain, Z. M. (2008). One-Iteration-Clipping-filtering (OICF) scheme for PAPR reduction of OFDM signals. In Proceedings of the Intl. Conference on Advanced Technol. Commun. (pp. 207–210).

  18. Lee, B. M., & Kim, Y. (2013). An adaptive clipping and filtering technique for PAPR reduction of OFDM signals. Circuits, Systems and Signal Processing,32(3), 1335–1349.

    Article  MathSciNet  Google Scholar 

  19. Gurung, A., Al-Qahtani, F., Sadik, A., & Hussain, Z. (2008).Power savings analysis of clipping and filtering method in OFDM systems. In Proceedings of the Australasian Telecom. Networks Appl. Conf. (ANTAC), December 2008.

  20. Wang, Y., Ge, J., Wang, L., Li, J., & Ai, B. (2013). Nonlinear companding transform for reduction of peak-to-average power ratio in OFDM systems. IEEE Transactions of Broadcasting,59(2), 369–375.

    Article  Google Scholar 

  21. Wu, K., Ren, G., & Yu, M. (2015). PAPR reduction of SC-FDMA signals using optimized additive pre-distortion. IEEECommunication Letters,19(8), 1446–1449.

    Google Scholar 

  22. Wunder, G., Fischer, R. F. H., Boche, H., Litsyn, S., & No, J. S. (2013). The PAPR problem in OFDM transmission: New directions for a long-lasting problem. IEEE Signal Processing Magazine,30(6), 130–144.

    Article  Google Scholar 

  23. Anoh, K. O., Abd-Alhameed, R. A., Noras, J. M., & Jones, S. M. R. (2013). Wavelet packet transform modulation for multiple input multiple output applications. International Journal of Computing Applications,63(7), 46–51.

    Article  Google Scholar 

  24. Han, S. H., & Lee, J. H. (2005). An overview of peak-to-average power ratio reduction techniques for multicarrier transmission. IEEE Wireless Communication Magazine,12(2), 56–65.

    Article  MathSciNet  Google Scholar 

  25. Grant, M., & Boyd, S. (2008). CVX: Matlab software for disciplined convex programming.

  26. Ochiai, H., & Imai, H. (2000). Performance of the deliberate clipping with adaptive symbol selection for strictly band- limited OFDM systems. IEEE Journal on Selected Areas in Communications,18(11), 2270–2277.

    Article  Google Scholar 

  27. Ochiai, H., & Imai, H. (2002). Performance analysis of deliberately clipped OFDM signals. IEEE Transactions on Communications,50(1), 89–101.

    Article  Google Scholar 

  28. Kumar, P. V., & Nandhanavanam, V. R. (2018). A novel method for joint- PAPR mitigation in OFDM based massive MIMO downlink systems. International Journal of Engineering & Technology,7(3), 1185–1188.

    Article  Google Scholar 

  29. Yeh, H. G. (2015). Architectures for MIMO-OFDM systems in frequency selective mobile fading channels. IEEE Transactions on Circuits Systems II, ExpBriefs,62(12), 1189–1193.

    Article  Google Scholar 

Download references

Acknowledgements

Authors like to express their gratitude towards the department of ECE and management of VRSiddhartha Engineering College and ANU College of Engineering for their support and encouragement during this work. Further P. Vijaya Kumar likes to express his gratitude to DST through REACH Grant TIFAC/REACH/SF/25515420 Nov 27, 2007.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Vijaya Kumar Padarti.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix

Appendix

The symbol y[n] is used which is Rayleigh distributed and expression is given as

$$f_{y(n)} (y_{0} ) = \frac{{y_{0}^{2} }}{{\sigma_{y}^{2} }}e\left( { - \frac{{y_{0}^{2} }}{{2\sigma_{y}^{2} }}} \right)\;{\text{for}}\;{\text{all}}\;{\text{values}}\;0\;{\text{to}}\;{\text{MN}}$$
(15)

For the above distributed function, peak power dominates the average power, which severely affects the OFDM systems.

$$CCDF_{{\left| {y[n]} \right|}} = Probability\;(PAPR > threshold\;value)$$

and is mathematically equal to

$$CCDF_{{\left| {y[n]} \right|}} (y_{0} ) = 1 - e\left( { - \frac{{y_{0}^{2} }}{{\sigma_{y}^{2} }}} \right)\;{\text{for}}\;{\text{all}}\;{\text{y}}_{0} \, > \,0\; {\text{is}}\;{\text{used}}$$
(16)

which is used.

LG function is mathematically defined as

$$LG(x,\lambda ) = f(x) + \lambda g(x)$$
(17)

Which is being used in Eq. (12)

Complementary error function is used in Eq. (14) and it is mathematically defined as

$$erfc(x) = \frac{2}{\sqrt \pi }\int\limits_{x}^{\infty } {e^{{ - t^{2} }} dt}$$
(18)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Padarti, V.K., Rao, N.V. Adaptive SOICAF Algorithm for PAPR Mitigation in OFDM Systems. Wireless Pers Commun 113, 927–943 (2020). https://doi.org/10.1007/s11277-020-07260-y

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11277-020-07260-y

Keywords

Navigation