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 in | IEEE transactions on broadcasting Vol. 61; no. 4; pp. 698 - 709 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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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. |
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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 |
Author_xml | – sequence: 1 surname: Jie Zhou fullname: Jie Zhou email: jie.zhou8@students.mq.edu.au organization: Dept. of Eng., Macquarie Univ., Sydney, NSW, Australia – sequence: 2 givenname: Eryk surname: Dutkiewicz fullname: Dutkiewicz, Eryk email: eryk.dutkiewicz@mq.edu.au organization: Dept. of Eng., Macquarie Univ., Sydney, NSW, Australia – sequence: 3 surname: Ren Ping Liu fullname: Ren Ping Liu email: ren.liu@csiro.au organization: ICT Centre, Commonwealth Sci. & Ind. Res. Organ., Marsfield, NSW, Australia – sequence: 4 surname: Xiaojing Huang fullname: Xiaojing Huang email: xiaojing.huang@uts.edu.au organization: Univ. of Technol., Sydney, Sydney, NSW, Australia – sequence: 5 surname: Gengfa Fang fullname: Gengfa Fang email: gengfa.fang@mq.edu.au organization: Dept. of Eng., Macquarie Univ., Sydney, NSW, Australia – sequence: 6 surname: Yuanan Liu fullname: Yuanan Liu email: yuliu@bupt.edu.cn organization: Sch. of Electron. Eng., Beijing Univ. of Posts & Telecommun., Beijing, China |
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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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