Title :
A Modified Shuffled Frog Leaping Algorithm for PAPR Reduction in OFDM Systems
Author :
Jie Zhou ; Dutkiewicz, Eryk ; Ren Ping Liu ; Xiaojing Huang ; Gengfa Fang ; Yuanan Liu
Author_Institution :
Dept. of Eng., Macquarie Univ., Sydney, NSW, Australia
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.
Keywords :
Markov processes; OFDM modulation; computational complexity; optimisation; Markov chain theory; OFDM systems; PAPR reduction; complex NP-hard problem; computational complexity; frog colony; heuristic PTS selection method; modified chaos clonal shuffled frog leaping algorithm; natural clonal selection; orthogonal frequency division multiplexing systems; partial transmission sequence; peak-to-average power ratio reduction; quantum evolutionary algorithms; selective mapping algorithms; Algorithm design and analysis; Convergence; Markov processes; OFDM; Peak to average power ratio; OFDM; PAPR; clonal selection algorithm; shuffled frog leaping algorithm;
Journal_Title :
Broadcasting, IEEE Transactions on
DOI :
10.1109/TBC.2015.2459660