A Modified Shuffled Frog Leaping Algorithm for PAPR Reduction in OFDM Systems

Significant reduction of the peak-to-average power ratio (PAPR) is an implementation challenge in orthogonal frequency division multiplexing (OFDM) systems. One way to reduce PAPR is to apply a set of selected partial transmission sequence (PTS) to the transmit signals. However, PTS selection is a h...

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Published inIEEE transactions on broadcasting Vol. 61; no. 4; pp. 698 - 709
Main Authors Jie Zhou, Dutkiewicz, Eryk, Ren Ping Liu, Xiaojing Huang, Gengfa Fang, Yuanan Liu
Format Journal Article
LanguageEnglish
Published New York IEEE 01.12.2015
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract Significant reduction of the peak-to-average power ratio (PAPR) is an implementation challenge in orthogonal frequency division multiplexing (OFDM) systems. One way to reduce PAPR is to apply a set of selected partial transmission sequence (PTS) to the transmit signals. However, PTS selection is a highly complex NP-hard problem and the computational complexity is very high when a large number of subcarriers are used in the OFDM system. In this paper, we propose a new heuristic PTS selection method, the modified chaos clonal shuffled frog leaping algorithm (MCCSFLA). MCCSFLA is inspired by natural clonal selection of a frog colony, it is based on the chaos theory. We also analyze MCCSFLA using the Markov chain theory and prove that the algorithm can converge to the global optimum. Simulation results show that the proposed algorithm achieves better PAPR reduction than using others genetic, quantum evolutionary and selective mapping algorithms. Furthermore, the proposed algorithm converges faster than the genetic and quantum evolutionary algorithms.
AbstractList Significant reduction of the peak-to-average power ratio (PAPR) is an implementation challenge in orthogonal frequency division multiplexing (OFDM) systems. One way to reduce PAPR is to apply a set of selected partial transmission sequence (PTS) to the transmit signals. However, PTS selection is a highly complex NP-hard problem and the computational complexity is very high when a large number of subcarriers are used in the OFDM system. In this paper, we propose a new heuristic PTS selection method, the modified chaos clonal shuffled frog leaping algorithm (MCCSFLA). MCCSFLA is inspired by natural clonal selection of a frog colony, it is based on the chaos theory. We also analyze MCCSFLA using the Markov chain theory and prove that the algorithm can converge to the global optimum. Simulation results show that the proposed algorithm achieves better PAPR reduction than using others genetic, quantum evolutionary and selective mapping algorithms. Furthermore, the proposed algorithm converges faster than the genetic and quantum evolutionary algorithms.
Author Jie Zhou
Dutkiewicz, Eryk
Yuanan Liu
Ren Ping Liu
Xiaojing Huang
Gengfa Fang
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OFDM
shuffled frog leaping algorithm
PAPR
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SubjectTerms Algorithm design and analysis
Algorithms
Chaos theory
clonal selection algorithm
Convergence
Evolutionary algorithms
Frogs
Genetics
Markov processes
OFDM
Optimization
Orthogonal Frequency Division Multiplexing
PAPR
Peak to average power ratio
Reduction
shuffled frog leaping algorithm
Title A Modified Shuffled Frog Leaping Algorithm for PAPR Reduction in OFDM Systems
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