An Efficient FPGA Implementation for 2-D MUSIC Algorithm

被引:11
|
作者
Huang, Kai [1 ]
Sha, Jin [1 ]
Shi, Wei [1 ]
Wang, Zhongfeng [2 ]
机构
[1] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210046, Jiangsu, Peoples R China
[2] Broadcom Corp, 5300 Calif Ave, Irvine, CA 92617 USA
关键词
MUSIC algorithm; DOA; FPGA; CORDIC; Multi-scale peak searching;
D O I
10.1007/s00034-015-0144-z
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
Multiple signal classification (MUSIC) algorithm is widely used in measuring the direction of arrival. In VLSI implementation of a two-dimensional MUSIC algorithm, the two primary modules, eigenvalue decomposition and spatial spectrum search, generally consume a significant hardware and cause long processing delay. Two novel design techniques: serial rotation angle broadcasting and multi-scale peak searching are introduced in this paper to mitigate these problems. An FPGA implementation is presented to demonstrate the efficiency of the proposed techniques. It only takes 1 ms for one set of 2-D direction estimation, and the deviations in elevation angle and azimuthal angle are both less than . The whole design is implemented in Xilinx's Virtex-6 LX130T, which consumes about 60 % of the total resources of a single device.
引用
收藏
页码:1795 / 1805
页数:11
相关论文
共 50 条
  • [21] The FPGA Implementation of Spectrum Peak Search in MUSIC Algorithm
    Zhang, Duo-Li
    Zhang, Bin
    Song, Yu-Kun
    2016 13TH IEEE INTERNATIONAL CONFERENCE ON SOLID-STATE AND INTEGRATED CIRCUIT TECHNOLOGY (ICSICT), 2016, : 1585 - 1587
  • [22] Energy-Efficient Parameterized 2-D Separable Convolution on FPGA
    Hu, Yusong
    Prasanna, Viktor K.
    2014 INTERNATIONAL GREEN COMPUTING CONFERENCE (IGCC), 2014,
  • [23] Implementation of Efficient Image Processing Algorithm on FPGA
    Khosla, Robin
    Singh, Balwinder
    2013 INTERNATIONAL CONFERENCE ON MACHINE INTELLIGENCE AND RESEARCH ADVANCEMENT (ICMIRA 2013), 2013, : 335 - 339
  • [24] Efficient implementation of AES algorithm in FPGA device
    Kaur, Swinder
    Vig, Renu
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL II, PROCEEDINGS, 2007, : 179 - 187
  • [25] FPGA Implementation of an Efficient Adaptive Predistortion Algorithm
    Cheng, Xin
    Zhu, Zhenghang
    Yao, Saijie
    Qian, Hua
    2015 IEEE INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS 2015), 2015,
  • [26] Efficient Implementation of 2-D Convolution on DRRA and DiMArch Architectures
    Pudi, Dhilleswararao
    Ryansh, Rajeev
    Boppu, Srinivas
    Yang, Yu
    Hemani, Ahmed
    THE PROCEEDINGS OF THE 13TH INTERNATIONAL SYMPOSIUM ON HIGHLY EFFICIENT ACCELERATORS AND RECONFIGURABLE TECHNOLOGIES, HEART 2023, 2023, : 86 - 92
  • [27] 2-D MULTIRATE ALGORITHMS FOR EFFICIENT IMPLEMENTATION OF EDGE DETECTION
    Chen Ken (College of Information Science & Engineering
    Journal of Electronics(China), 2005, (04) : 395 - 402
  • [28] FAST ALGORITHM AND IMPLEMENTATION OF 2-D DISCRETE COSINE TRANSFORM
    CHO, NI
    LEE, SU
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1991, 38 (03): : 297 - 305
  • [29] 2-D MULTIRATE ALGORITHMS FOR EFFICIENT IMPLEMENTATION OF EDGE DETECTION
    Chen Ken College of Information Science Engineering Ningbo University Ningbo China Wang Ping Interphet Technology Corporation New York USA
    Journal of Electronics, 2005, (04) : 395 - 402
  • [30] Design and implementation of a generic 2-D orthogonal discrete wavelet transform on FPGA
    Benkrid, A
    Benkrid, K
    Crookes, D
    FCCM 2003: 11TH ANNUAL IEEE SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES, PROCEEDINGS, 2003, : 162 - 172