FPGA implementation of LMS and N-LMS processor for adaptive array applications

被引:0
|
作者
Oba, Hirokazu [1 ]
Kim, Minseok [1 ]
Arai, Hiroyuki [1 ]
机构
[1] Yokohama Natl Univ, Yokohama, Kanagawa 2408501, Japan
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposed a fixed-point implementation method of LMS (Least Mean Square) and N-LMS (Normalized-LMS) processor. In N-LMS, this paper proposes an efficient method using simple bit-shift operation instead of division. The convergence performance in LMS, N-LMS and RLS (Recursive Least Square) adaptive array antenna is compared by implementation with single large scale FPGA (Field Programmable Gate Array) on the same developed hardware platform. It was evaluated by using the actual processing time considering the operation clock speed instead of the number of weight updates. The fixed-point operation with optimized word length and bit-shift operation instead of division are expected to provide faster actual FPGA processing time for LMS families compared with RLS in some specific cases.
引用
收藏
页码:448 / +
页数:2
相关论文
共 50 条
  • [1] HDL implementation of the variable step size N-LMS adaptive algorithm
    Dornean, I.
    Topa, M.
    Kirei, B. S.
    Oltean, G.
    2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS (AQTR 2008), THETA 16TH EDITION, VOL III, PROCEEDINGS, 2008, : 243 - 246
  • [2] FPGA Implementation of Adaptive LMS Lattice Filter
    Sasikala, S.
    Gomathi, S.
    Kumar, Naveen D.
    Praveenraaj, R. K.
    Priyadharshini, B.
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2020, 13 (03): : 121 - 125
  • [3] Implementation of LMS Adaptive Filter Algorithm based on FPGA
    Gohn, Andrew
    Kim, Joonwan
    2019 IEEE 62ND INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2019, : 207 - 210
  • [4] An FPGA implementation of the LMS adaptive filter for audio processing
    Elhossini, Ahmed
    Areibi, Shawki
    Dony, Robert
    RECONFIG 2006: PROCEEDINGS OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON RECONFIGURABLE COMPUTING AND FPGA'S, 2006, : 168 - +
  • [5] Adaptive Filter Based on FPGA Implementation of LMS Algorithm
    Li, Genwu
    Zeng, Dan
    Li, Hongyu
    INTERNATIONAL CONFERENCE ON OPTOELECTRONIC MATERIALS AND DEVICES (ICOMD 2021), 2022, 12164
  • [6] Design and Implementation of LMS Adaptive Filter Algorithm Based on FPGA
    Cai, Guanghui
    Liang, Chuan
    Yang, Jun
    Li, Hongye
    2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 383 - 385
  • [7] Implementation of PBS_LMS algorithm for adaptive filters on FPGA
    Reza, SM
    Mohammed, E
    TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : A9 - A12
  • [8] Implementation of an LMS adaptive filter on an FPGA employing multiplexed multiplier architecture
    Allred, D
    Krishnan, V
    Huang, W
    Anderson, D
    CONFERENCE RECORD OF THE THIRTY-SEVENTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 2003, : 918 - 921
  • [9] Adaptive Array Beamforming Using a Combined LMS-LMS Algorithm
    Srar, Jalal Abdulsayed
    Chung, Kah-Seng
    Mansour, Ali
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2010, 58 (11) : 3545 - 3557
  • [10] Adaptive Array Beamforming using a Combined LMS-LMS Algorithm
    Srar, Jalal Abdulsayed
    Chung, Kah-Seng
    Mansour, Ali
    2010 IEEE AEROSPACE CONFERENCE PROCEEDINGS, 2010,