Hardware Implementation of a High-Speed Adaptive Filter Using a Combination of Systolic and Convex Architectures

被引:0
|
作者
Harith H. Thannoon
Ivan A. Hashim
机构
[1] University of Technology,Department of Electrical Engineering
关键词
Convex combination; Systolic; RLS; LMS; FPGA;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, an improved high-speed adaptive filter is proposed and implemented using a field-programmable gate array platform. Specifically, a new filter structure combining systolic and convex architectures has been analyzed and compared with conventional filter architectures. The new filter structure efficiently removes power line interference noise from electrocardiogram signals at high convergence speeds. The systolic architecture is used to improve the convergence speed of the filter, and the convex architecture is used in combination to improve the signal-to-noise ratio of the filter. One fast filter was designed using the retimed delay recursive least square algorithm (recursive least square filter design with systolic architecture), and it was combined with one slow filter designed using the least mean square algorithm based on convex combination architecture. The proposed filter architectures are assessed for electrocardiogram noise cancellation, obtained from the MIT-BIH database, and the performance is compared with various filter structures in terms of the signal-to-noise ratio, convergence speed, learning behaviors, and complexity. The results show an improvement in signal-to-noise ratio of 24.2% and an increase in convergence speed of 50% when compared with conventional filter structures.
引用
收藏
页码:1773 / 1791
页数:18
相关论文
共 50 条
  • [1] Hardware Implementation of a High-Speed Adaptive Filter Using a Combination of Systolic and Convex Architectures
    Thannoon, Harith H.
    Hashim, Ivan A.
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2023, 43 (3) : 1773 - 1791
  • [2] A Novel Design of Combined Systolic and Convex Architectures for Efficient High-Speed Adaptive Filter
    Thannoon, Harith H.
    Hashim, Ivan A.
    JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2024, : 717 - 745
  • [3] Novel systolic implementation of the high-speed adaptive filter
    Shang, Yong
    Wu, Shunjun
    Xiang, Haige
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2002, 24 (08):
  • [4] High-speed systolic architectures for median type filtering
    Astola, JT
    Gevorkian, DZ
    STATISTICAL AND STOCHASTIC METHODS FOR IMAGE PROCESSING, 1996, 2823 : 75 - 84
  • [5] High-speed systolic architectures for finite field inversion
    Yan, Z
    Sarwate, DV
    Liu, Z
    INTEGRATION-THE VLSI JOURNAL, 2005, 38 (03) : 383 - 398
  • [6] High-speed hardware architectures of the Whirlpool hash function
    McLoone, M
    McIvor, C
    Savage, A
    FPT 05: 2005 IEEE INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE TECHNOLOGY, PROCEEDINGS, 2005, : 147 - 153
  • [7] ARQ PROTOCOLS FOR HIGH-SPEED HARDWARE IMPLEMENTATION
    GOPAL, I
    ROM, R
    COMPUTER NETWORKS AND ISDN SYSTEMS, 1995, 27 (05): : 677 - 689
  • [8] Design and analysis of improved high-speed adaptive filter architectures for ECG signal denoising
    Chandra, Mahesh
    Goel, Pankaj
    Anand, Ankita
    Kar, Asutosh
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2021, 63
  • [9] A Practical Method for Testing High-Speed Networking Hardware Architectures
    Pejovic, Vukasin
    Bojanic, Slobodan
    Carreras, Carlos
    Badii, Atta
    ICNS: 2009 FIFTH INTERNATIONAL CONFERENCE ON NETWORKING AND SERVICES, 2009, : 122 - +
  • [10] Compact and High-Speed Hardware Architectures for Hash Function Tiger
    Satoh, Akashi
    Sklavos, Nicolas
    ISCAS: 2009 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-5, 2009, : 1401 - +