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.
Similar content being viewed by others
References
Bingham, J. (1990). Multicarrier modulation for data transmission: An idea whose time has come. IEEE Communication Magazine,28(5), 5–14.
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.
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.
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.
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.
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.
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.
DelMarco, S. P. (2018). A constrained optimization approach to compander design for OFDM PAPR reduction. IEEE Transactions on Broadcasting,64(2), 307–318.
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).
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.
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.
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).
Armstrong, J. (2002). Peak-to-average power reduction for OFDM by repeated clipping and frequency domain filtering. IEEE Electronic Letters,38(5), 246–247.
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.
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.
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.
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).
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.
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.
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.
Wu, K., Ren, G., & Yu, M. (2015). PAPR reduction of SC-FDMA signals using optimized additive pre-distortion. IEEECommunication Letters,19(8), 1446–1449.
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.
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.
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.
Grant, M., & Boyd, S. (2008). CVX: Matlab software for disciplined convex programming.
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.
Ochiai, H., & Imai, H. (2002). Performance analysis of deliberately clipped OFDM signals. IEEE Transactions on Communications,50(1), 89–101.
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.
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.
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
Corresponding author
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
For the above distributed function, peak power dominates the average power, which severely affects the OFDM systems.
and is mathematically equal to
which is used.
LG function is mathematically defined as
Which is being used in Eq. (12)
Complementary error function is used in Eq. (14) and it is mathematically defined as
Rights and permissions
About this article
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
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11277-020-07260-y