Prediction of Complex-Valued Signals by Using Complex-Valued LMK Algorithm

被引:0
|
作者
Menguc, Engin Cemal [1 ]
Acir, Nurettin [2 ]
机构
[1] Omer Halisdemir Univ, Elekt Elekt Muhendisligi, Nigde, Turkey
[2] Bursa Tekn Univ, Elekt Elekt Muhendisligi, Bursa, Turkey
关键词
complex-valued adaptive filter; least mean Kurtosis; prediction problem;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this study, the adaptive prediction of complex valued signals has been realized by using the complex-valued least mean Kurtosis (CLMK) algorithm. The prediction performance of the CLMK algorithm has been evaluated on three benchmark complex-valued signals and a complex-valued real-world radar data by comparing with the traditional least mean square (CLMS) algorithm. Simulation results have verified that the CLMK algorithm outperforms the CLMS algorithm.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Nonlinear adaptive prediction of complex-valued signals by complex-valued PRNN
    Goh, SL
    Mandic, DP
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (05) : 1827 - 1836
  • [2] Complex-Valued Neural Network and Complex-Valued Backpropagation Learning Algorithm
    Nitta, Tohru
    [J]. ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 152, 2008, 152 : 153 - 220
  • [3] On circularity of complex-valued radar signals
    Rytel-Andrianik, Rafal
    [J]. 2013 SIGNAL PROCESSING SYMPOSIUM (SPS), 2013,
  • [4] Optimization and Estimation of Complex-Valued Signals
    Adali, Tuelay
    Schreier, Peter J.
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (05) : 112 - 128
  • [5] Complex-valued Function Approximation using a Fully Complex-valued RBF (FC-RBF) Learning Algorithm
    Savitha, R.
    Suresh, S.
    Sundararajan, N.
    [J]. IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 320 - +
  • [6] Is a Complex-Valued Stepsize Advantageous in Complex-Valued Gradient Learning Algorithms?
    Zhang, Huisheng
    Mandic, Danilo P.
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 27 (12) : 2730 - 2735
  • [7] A novel complex-valued bat algorithm
    Liangliang Li
    Yongquan Zhou
    [J]. Neural Computing and Applications, 2014, 25 : 1369 - 1381
  • [8] COMPLEX KERNELS FOR PROPER COMPLEX-VALUED SIGNALS: A REVIEW
    Boloix-Tortosa, Rafael
    Javier Payan-Somet, F.
    Arias-de-Reyna, Eva
    Jose Murillo-Fuentes, Juan
    [J]. 2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2015, : 2371 - 2375
  • [9] A novel complex-valued bat algorithm
    Li, Liangliang
    Zhou, Yongquan
    [J]. NEURAL COMPUTING & APPLICATIONS, 2014, 25 (06): : 1369 - 1381
  • [10] Complex-valued tapers
    Politis, DN
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (07) : 512 - 515