Design and FPGA implementation of a new approximation for PAPR reduction

被引:5
|
作者
Louliej, Abdelhamid [1 ]
Jabrane, Younes [1 ]
Zhu, Wei-Ping [2 ]
机构
[1] Cadi Ayyad Univ, Natl Sch Appl Sci Marrakech, GECOS Lab, Marrakech, Morocco
[2] Concordia Univ, ECE Dept, DSP Lab, Montreal, PQ, Canada
关键词
OFDM; PAPR; Multilayer perceptron; Neural networks; Radial basis function; FPGA; TRANSMISSION; OFDM;
D O I
10.1016/j.aeue.2018.07.019
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
One of the main drawbacks of orthogonal frequency division multiplexing (OFDM) is its sensitivity to the peak to-average power ratio (PAPR). To address this issue, a novel and efficient scheme based on multilayer perceptron (MLP) neural networks (NN) using radial basis function is proposed and implemented on FPGA. The proposed solution offers good performance as compared to previous algorithms in iterations, much lower complexity and low error rate. For a precise and less complex implementation of radial basis function, a novel approximation of the exponential function using Taylor series is proposed, implemented on FPGA and compared with Altera intellectual property core (IP core). It is shown that, the proposed approximation offers minimal resource consumption. In particular, we note a reduction of 9% and 6% in the use of lookup tables and DSP blocs.
引用
收藏
页码:253 / 261
页数:9
相关论文
共 50 条
  • [41] Design and implementation of SDI based on FPGA
    Niu Li-pi
    Jiang Xiu-hua
    Shi Dong-xin
    Zhang Wen-hui
    2010 INTERNATIONAL CONFERENCE ON NETWORKING AND INFORMATION TECHNOLOGY (ICNIT 2010), 2010, : 429 - 431
  • [42] Design and Implementation of a QoS Router on FPGA
    Zheng, Guohai
    Gu, Huaxi
    Yang, Yintang
    Du, Keming
    Xu, Shilong
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 1837 - 1840
  • [43] The Design and Hardware Implementation of OFDM System Receiver Based on FPGA
    Yang, Jun
    Han, Qing
    Li, Hongye
    Li, Wenlong
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON CHEMICAL, MATERIAL AND FOOD ENGINEERING, 2015, 22 : 819 - 821
  • [44] Design and FPGA implementation of OLT for EPON
    Zou, JN
    Lin, RJ
    Liu, ML
    2005 6th International Conference on ASIC Proceedings, Books 1 and 2, 2005, : 707 - 710
  • [45] A Flexible FPGA-to-FPGA Interconnect Interface Design and Implementation
    Wu, An
    Jin, Xi
    Guo, ShuaiZhi
    Du, XueLiang
    2015 INTERNATIONAL CONFERENCE ON COMPUTERS, COMMUNICATIONS, AND SYSTEMS (ICCCS), 2015, : 52 - 56
  • [46] VLM Precoded SLM Technique for PAPR Reduction in OFDM Systems
    Hasan, Md. Mahmudul
    WIRELESS PERSONAL COMMUNICATIONS, 2013, 73 (03) : 791 - 801
  • [47] A New PAPR Reduction Technique in OFDM Systems Using Linear Predictive Coding
    Md. Mahmudul Hasan
    Wireless Personal Communications, 2014, 75 : 707 - 721
  • [48] A New PAPR Reduction Technique in OFDM Systems Using Linear Predictive Coding
    Hasan, Md Mahmudul
    WIRELESS PERSONAL COMMUNICATIONS, 2014, 75 (01) : 707 - 721
  • [49] A New Approach to Iterative Clipping and Filtering PAPR Reduction Scheme for OFDM Systems
    Anoh, Kelvin
    Tanriover, Cagri
    Adebisi, Bamidele
    Hammoudeh, Mohammad
    IEEE ACCESS, 2018, 6 : 17533 - 17544
  • [50] New design approach of FPGA based control system and implementation result in KSTAR
    Lee, Woongryol
    Park, Mikyung
    Seo, Seongheon
    Kim, Hyungshin
    FUSION ENGINEERING AND DESIGN, 2013, 88 (6-8) : 1338 - 1341