Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems

被引:19
作者
Liu, Kaiming [1 ]
Deng, Weifeng [1 ]
Liu, Yuan'an [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Elect Engn, Beijing 100876, Peoples R China
关键词
GFDM; PAPR; CCDF; Pulse shaping filter; WAVE-FORMS; PAPR REDUCTION; OFDM; COMPLEXITY; TRANSFORM; PERFORMANCE; SIGNALS; 5G;
D O I
10.1109/TSP.2019.2919380
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
Generalized frequency division multiplexing (GFDM) has been regarded as a candidate for new multicarrier modulation schemes in future wireless communication systems (e.g., 5G systems). However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theoretical analysis of the PAPR distribution for GFDM signals is performed. Exact closed-form expressions for the complementary cumulative distribution function (CCDF) of PAPR are firstly derived for critically sampled and oversampled GFDM signals, respectively, which tend to he sufficiently accurate as the number of subcarriers K is large enough (e.g., K >= 64). With aid of theoretical analysis results, an optimization criterion for the design of pulse shaping filters is obtained, which can nearly achieve the globally minimum CCDF results and is appropriate for practical applications. This criterion can also achieve the globally optimal result for minimizing the variance of instantaneous power. Based on this criterion, a measurement for the overall deviation of filter coefficients is proposed, which can help to roughly and efficiently evaluate the ability of PAPR reduction for pulse shaping filters. Although the PAPR reduction effect is limited with pulse shaping filters, it is found that large deviation may also lead to higher PAPR. Additionally, with the aid of closed-form CCDF expressions, PAPR characteristics of GFDM and other multicarrier systems (e.g., OFDM and FBMC/OQAM) are compared thoroughly. Simulation results verify the validity and accuracy of derived theoretical results, and demonstrate the effectiveness of the proposed optimization design criterion.
引用
收藏
页码:3455 / 3470
页数:16
相关论文
共 46 条
  • [1] What Will 5G Be?
    Andrews, Jeffrey G.
    Buzzi, Stefano
    Choi, Wan
    Hanly, Stephen V.
    Lozano, Angel
    Soong, Anthony C. K.
    Zhang, Jianzhong Charlie
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (06) : 1065 - 1082
  • [2] [Anonymous], 2006, P IEEE SIGN PROC ADV
  • [3] [Anonymous], 2017, 5G MOBILE COMMUNICAT
  • [4] [Anonymous], 2013, An introduction to optimization
  • [5] [Anonymous], GLOB TELECOMM CONF
  • [6] [Anonymous], 1998, FUNDEMENTALS STAT SI
  • [7] Behravan A, 2006, IEEE VTS VEH TECHNOL, P1854
  • [8] Chafii M, 2014, EUR SIGNAL PR CONF, P1920
  • [9] Matrix Characterization for GFDM: Low Complexity MMSE Receivers and Optimal Filters
    Chen, Po-Chih
    Su, Borching
    Huang, Yenming
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2017, 65 (18) : 4940 - 4955
  • [10] On the Lambert W function
    Corless, RM
    Gonnet, GH
    Hare, DEG
    Jeffrey, DJ
    Knuth, DE
    [J]. ADVANCES IN COMPUTATIONAL MATHEMATICS, 1996, 5 (04) : 329 - 359