Abstract
Orthogonal frequency division multiplexing (OFDM) is superior in spectral efficiency and is widely used in today’s digital communication. One of the drawbacks of OFDM is that the peak-to-average power ratio (PAPR) of the transmitted signal tends to be high. In order to overcome this problem, peak power reduction methods based on tone injection have been proposed. The peak power reduction problem solved with tone injection (TI) is a combinatorial problem. In this paper, we propose an improved genetic algorithm (GA) for the PAPR reduction based on TI. In order to find better solutions in a short time, improved selection and mutation schemes are proposed. The effectiveness of the GA method is demonstrated by numerical simulations in terms of PAPR, computation time and bit error rate (BER).
Keywords
- Orthogonal Frequency Division Multiplex
- Orthogonal Frequency Division Multiplex Signal
- PAPR Reduction
- Genetic Algorithm Method
- Partial Transmit Sequence
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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© 2014 Springer International Publishing Switzerland
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Shigei, N., Araki, K., Miyajima, H. (2014). Effective Selection and Mutation in Genetic Algorithm for PAPR Reduction of OFDM Signal. In: Rhee, SY., Park, J., Inoue, A. (eds) Soft Computing in Machine Learning. Advances in Intelligent Systems and Computing, vol 273. Springer, Cham. https://doi.org/10.1007/978-3-319-05533-6_7
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DOI: https://doi.org/10.1007/978-3-319-05533-6_7
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-05532-9
Online ISBN: 978-3-319-05533-6
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