PAPR Reduction of OFDM Signal by Neural Networks without Side Information and Its FPGA Implementation

被引:0
作者
Ohta, Masaya [1 ]
Ueda, Yasuo [1 ]
Yamashita, Katsumi [1 ]
机构
[1] Osaka Prefecture Univ, Osaka, Japan
关键词
OFDM; PAPR; neural network; tone injection; side information; FPGA; AVERAGE POWER RATIO; MULTICARRIER MODULATION; PEAK;
D O I
10.1002/ecj.10081
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A major drawback of orthogonal frequency division multiplexing (OFDM) is the high peak-to-average power ratio (PAPR) of the transmitted signal. PAPR reduction techniques by using neural networks have been proposed to reduce the PAPR problem in OFDM transmitter. These techniques require side information to be transmitted from the transmitter to the receiver in order to recover the original data symbol from the receive signal. In this paper, we propose a novel technique to reduce PAPR of OFDM signal. The proposed technique is based on tone injection (TI) and does not use any side information to be transmitted from the transmitter to the receiver. Moreover, the proposed model is designed with VHDL for an FPGA device, and we report evaluation of the performance. (C) 2008 Wiley Periodicals, Inc. Electron Comm Jpn, 91(14): 52-60, 2008; Published online in Wiley InterScience (www.interscience.wiley.com). DOI 10.1002/ecj.10081
引用
收藏
页码:52 / 60
页数:9
相关论文
共 13 条
[1]  
ARMSTRONG J, 2001, P IEEE VEH TECHN C R
[2]   Reducing the peak-to-average power ratio of multicarrier modulation by selected mapping [J].
Bauml, RW ;
Fischer, RFH ;
Huber, JB .
ELECTRONICS LETTERS, 1996, 32 (22) :2056-2057
[3]   Peak-to-average power ratio reduction of an OFDM signal using partial transmit sequences [J].
Cimini, LJ ;
Sollenberger, NR .
IEEE COMMUNICATIONS LETTERS, 2000, 4 (03) :86-88
[4]  
HOPFIELD JJ, 1985, BIOL CYBERN, V52, P141
[5]   BLOCK CODING SCHEME FOR REDUCTION OF PEAK TO MEAN ENVELOPE POWER RATIO OF MULTICARRIER TRANSMISSION SCHEMES [J].
JONES, AE ;
WILKINSON, TA ;
BARTON, SK .
ELECTRONICS LETTERS, 1994, 30 (25) :2098-2099
[6]   Effects of Clipping and Filtering on the Performance of OFDM [J].
Li, Xiaodong ;
Cimini, Leonard J., Jr. .
IEEE COMMUNICATIONS LETTERS, 1998, 2 (05) :131-133
[7]  
Mori A., 2006, Transactions of the Institute of Electronics, Information and Communication Engineers A, VJ89-A, P226
[8]   OFDM with reduced peak-to-average power ratio by optimum combination of partial transmit sequences [J].
Muller, SH ;
Huber, JB .
ELECTRONICS LETTERS, 1997, 33 (05) :368-369
[9]   A neural network model as a globally coupled map and applications based on chaos [J].
Nozawa, Hiroshi .
CHAOS, 1992, 2 (03) :377-386
[10]  
Ohta M, 2004, IEEE IJCNN, P2625