2016
DOI: 10.3906/elk-1306-236
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PAPR reduction using genetic algorithm in lifting-based wavelet packet modulation systems

Abstract: Wavelet packet modulation (WPM) is a potential candidate in wireless communication systems by virtue of its flexibility and modular implementation capability. However, WPM suffers from high peak-to-average power ratio (PAPR), which results in signal distortion when a high-power amplifier is employed at the transmitter. The partial transmit sequence (PTS) is an attractive PAPR reduction method, but its computational complexity is high. In this paper, we propose a PTS based on the genetic algorithm (GA) scheme (… Show more

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Cited by 15 publications
(9 citation statements)
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“…In this study, it is recommended to combine Walsh–Hadamard transform (WHT) [ 16 ] and Lifting Wavelet Transformation (LWT) [ 17 ] with GFDM waveform to increase the achievement of multi-carrier wireless telecommunication schemes using GFDM scheme. To examine the performance of the proposed WHT-LWT-GFDM waveform and to compare with waveforms such as conventional OFDM, GFDM and WHT-GFDM [ 18 ], using WHT, the computer simulation studies are performed over additive white Gaussian noise (AWGN) and frequency flat Rayleigh fading channels.…”
Section: Introductionmentioning
confidence: 99%
“…In this study, it is recommended to combine Walsh–Hadamard transform (WHT) [ 16 ] and Lifting Wavelet Transformation (LWT) [ 17 ] with GFDM waveform to increase the achievement of multi-carrier wireless telecommunication schemes using GFDM scheme. To examine the performance of the proposed WHT-LWT-GFDM waveform and to compare with waveforms such as conventional OFDM, GFDM and WHT-GFDM [ 18 ], using WHT, the computer simulation studies are performed over additive white Gaussian noise (AWGN) and frequency flat Rayleigh fading channels.…”
Section: Introductionmentioning
confidence: 99%
“…In 2015, Taspinar and Yildirim [52] returned again and introduced the Parallel Artificial Bee Colony (P-ABC) Algorithm to reduce the mathematical complexity performance of his previous method. Other solutions for reducing the computational complexity were described in [53]- [55] so that the authors improved the computational complexity with a bit degradation in PAPR performance by applying Parallel Tabu Search (Parallel TS) algorithm, Backtracking Search Algorithm (BSA), and Genetic Algorithm (GA), respectively. Recently, several authors have proposed new methods to enhance the PTS technique, for example, Joo et al [56] proposed a PTS method without side information (SI) by applying phase offset to the rotation vectors, while Tokur et al [57] developed the PAPR reduction performance with low computational complexity using differential evolution algorithm-based PTS scheme in lifting-based wavelet packet modulation (LBWPM) system.…”
Section: Introductionmentioning
confidence: 99%
“…Although GWO has a high convergence rate, it cannot significantly reduce PAPR. Also, several optimization approaches based on the genetic algorithm (GA), 25,26 hybrid GA (HGA), 27 particle swarm optimization (PSO), 28 tabu search, 29 differential evolution algorithm, 30 backtracking search algorithm 31,32 have been developed for PAPR reduction so far.…”
Section: Introductionmentioning
confidence: 99%