PAPR Reduction using Genetic Algorithm in OFDM System
Keywords:
Genetic algorithm, OFDM, Peak-to-average ratio, SimulationAbstract
Orthogonal frequency division multiplexing (OFDM) is a multicarrier modulation technique that relies on orthogonality feature to increase transmission data rate while enhancing spectral efficiency at the same time. OFDM’s major issue is the high peaks or peak-to-average power ratio (PAPR) that introduced due to summation of subcarriers’ signal. Many methods have been proposed to alleviate this issue, however, some may increase signal average power. In this paper, genetic algorithm (GA) technique is proposed for optimal solution in reducing PAPR of OFDM system. GA is a type of optimisation algorithm which is natural based selection and is used to find the optimal solution to the computational problem that maximises or minimises a particular function. The PAPR performance is compared and analysed based on the number of subcarriers and modulation size using complementary cumulative distribution function plots between the original OFDM and the proposed OFDM-GA method. By comparing with the original OFDM, simulation result demonstrates that the proposed method is able to reduce the PAPR around 50%.References
J. Jang and K. B. Lee, Transmit power adaptation for multiuser OFDM systems, IEEE Journal on Selected Areas in Communications, 21(2), 171–178, 2003.
S.-K. Deng and M.-C. Lin, OFDM PAPR reduction using clipping with distortion control, IEEE International Conference on Communications, Seoul, South Korea, 2005, pp. 2563–2567.
P. P. Ann and R. Jose, Comparison of PAPR reduction techniques in OFDM systems, International Conference on Communication and Electronics Systems, Coimbatore, India, 2016, pp. 1–5.
Y. Rahmatallah and S. Mohan, Peak-to-average power ratio reduction in OFDM systems: A survey and taxonomy, IEEE Communications Surveys and Tutorials, 15(4), 1567–1592, 2013.
A. Chadha, N. Satam and B. Ballal, Orthogonal frequency division multiplexing and its applications, International Journal of Science and Research, 2(1), 325–328, 2013.
M. S. R. Saheb and K. K. Murthy, PAPR reduction in OFDM systems by a modified genetic algorithm PTS technique, International Journal of Current Trends in Science and Technology, 7(12), 20549–20555, 2017.
S.-S. Kim, M.-J. Kim and T. A. Gulliver, PAPR reduction of OFDM signals using genetic algorithm PTS technique, IEICE Transactions on Communications, 91(4), 1194–1197, 2008.
I. Sohn, New SLM scheme to reduce the PAPR of OFDM signals using a genetic algorithm, ICT Express, 2(2), 63–66, 2016.
W. C. Lee, J. P. Choi and C. K. Huynh, A modified tone injection scheme for PAPR reduction using genetic algorithm, ICT Express, 1(2), 76–81, 2015.
Downloads
Published
How to Cite
Issue
Section
License
Authors who publish with this journal agree to the following terms:Authors hold and retain copyright, and grant the journal right of first publication, with the work after publication simultaneously licensed under a Creative Commons Attribution 4.0 License CC BY that permits any use, reproduction and distribution of the work and article without further permission provided that the original work is properly cited.
Authors are permitted and encouraged to post their work online in institutional repositories, website and other social media before and after publication, as it can lead to productive exchanges, as well as earlier and greater citation of published work.





