Eigenvalue Spread based Improved VSSALMS Algorithm for Antenna Beamforming using Digital Signal Processor

被引:0
|
作者
Duppala, Venkataramana [1 ]
Misra, Iti Saha [1 ]
Sanyal, Salil. K. [1 ]
机构
[1] Jadavpur Univ, Dept Elect & Telecommun Engn, Kolkata 700032, India
关键词
Eigenvalue spread; VSSALMS algorithm; Convergence; Antenna Beamformer; Digital Signal Processor;
D O I
10.1109/tensymp46218.2019.8971166
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, a well-researched existing Variable Step Size Adaptive LMS algorithms (VSSALMS) have been investigated in the light of larger eigenvalue spread of input process to bring faster convergence followed by better steady state response. As a result an improved VSSALMS has been developed for antenna beamforming and tested by implementing through a Digital Signal Processor (DSP) kit TMS320VC5416. The novelty of the improved VSSALMS algorithm includes consideration of large eigenvalue spread of the input process along with an exponentiation factor in the step size adaptation formula for about 45% faster convergence at 30dB SNR condition. Analysis under zero mean unit variance white Gaussian input followed by large eigenvalue spread filtered input process confirms its superiority in respect of convergence speed, tracking ability and steady state performance over earlier algorithms. The improved VSSALMS algorithm has been utilized for antenna beamforming using DSP with the capability of multiple interference cancellation with large attenuation compared to other existing VSSALNIS algorithms. Simulation results have been included to justify the improvement.
引用
收藏
页码:559 / 564
页数:6
相关论文
共 50 条
  • [21] An Improved Beamforming Algorithm based on Feature Space
    Yang, Anli
    Fan, Binwen
    Yang, Gewei
    Ma, Qianqian
    PROCEEDINGS OF 2016 IEEE ADVANCED INFORMATION MANAGEMENT, COMMUNICATES, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IMCEC 2016), 2016, : 1693 - 1696
  • [22] A constant modulus algorithm for multiuser signal separation in presence of delay spread using antenna arrays
    Papadias, CB
    Paulraj, AJ
    IEEE SIGNAL PROCESSING LETTERS, 1997, 4 (06) : 178 - 181
  • [23] Implementation of a zero average current error control algorithm for inverters using a digital signal processor
    Baker, DM
    Agelidis, VG
    Nayar, CV
    IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE 98) - PROCEEDINGS, VOLS 1 AND 2, 1998, : 450 - 455
  • [24] Performance evaluation of beamforming algorithm with jacket matrix based eigenvalue decomposition
    Khan, Md. Hashem Ali
    Lee, Moon Ho
    Proceedings of the 2012 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2012, 2012, : 540 - 545
  • [25] An optical tomography system using a digital signal processor
    Rahim, Ruzairi Abdul
    Thiam, Chiam Kok
    Rahiman, Mohd Hafiz Fazalul
    SENSORS, 2008, 8 (04) : 2082 - 2103
  • [26] An adaptive predistortion linearizer using a digital signal processor
    Min, YY
    Lee, S
    Lee, S
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2001, 30 (04) : 283 - 286
  • [27] DIGITAL FILTERING USING THE INTEL 2920 SIGNAL PROCESSOR
    TERRELL, TJ
    SIMPSON, RJ
    INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION, 1981, 18 (03) : 211 - 224
  • [28] Improved brushless DC motor speed controller with digital signal processor
    Kahveci, H.
    Okumus, H. I.
    Ekici, M.
    ELECTRONICS LETTERS, 2014, 50 (12) : 864 - 865
  • [29] Acoustic Signal Acquisition and Analysis System Based on Digital Signal Processor
    Liu, Yang
    Tie, Yong
    Na, Shun
    Li, Dong
    ADVANCES IN ENVIRONMENTAL SCIENCE AND ENGINEERING, PTS 1-6, 2012, 518-523 : 1436 - 1441
  • [30] Develop of a flicker meter based on a digital signal processor
    Aguado, J
    Maya, H
    Aguilar, A
    UPEC 2004: 39th International Universitities Power Engineering Conference, Vols 1-3, Conference Proceedings, 2005, : 907 - 911