Design of Approximate FFT with Bit-width Selection Algorithms

被引:1
|
作者
Liao, Qicong [1 ]
Liu, Weiqiang [1 ]
Qiao, Fei [2 ]
Wang, Chenghua [1 ]
Lombardi, Fabrizio [3 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing, Jiangsu, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, Beijing, Peoples R China
[3] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
基金
中国国家自然科学基金;
关键词
Bit-width selection; FFT; approximate design;
D O I
10.1109/ISCAS.2018.8350947
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
This paper presents the approximate designs of Fast Fourier Transformation (FFT) circuit. The tradeoff between accuracy and hardware performance is achieved by using bit-width selection for each stage. The error rate can be tuned with bit-width selection. We proposed two algorithms for bit-width selection under certain error restriction. The first algorithm is targeting an approximate FFT design with low hardware cost. While the second algorithm is proposed to achieve high performance. Both of proposed algorithms allow the designer to tradeoff hardware performance and computation accuracy in each stage. The proposed two designs are implemented on FPGA. The results show that the approximate FFT design using the first algorithm can reduce hardware resource consumption up to 30.2%. The second algorithm can increases the performance of the approximate FFT deisgn up to 24.0%, while it also saves 25.2% resource consumption.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Design of Approximate Floating-point FFT with Mantissa Bit-width Adjustment Algorithm
    Zhao, Xuan
    Yan, Chenggang
    Wang, Chenghua
    Liu, Weiqiang
    [J]. 2022 IEEE ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS, APCCAS, 2022, : 265 - 269
  • [2] Design Exploration of Small Bit-Width Multipliers Using Approximate Logic Design (ALD) Tool
    Waris, Haroon
    Liu, Weiqiang
    Huang, Pengfei
    Ma, Ruizhe
    Wang, Chenghua
    Lombardi, Fabrizio
    [J]. 2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [3] Bit-width Adaptive Accelerator Design for Convolution Neural Network
    Guo, Jianxin
    Yin, Shouyi
    Ouyang, Peng
    Tu, Fengbin
    Tang, Shibin
    Liu, Leibo
    Wei, Shaojun
    [J]. 2018 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2018,
  • [4] FPU Bit-Width Optimization for Approximate Computing: A Non-Intrusive Approach
    Said, Noureddine Ait
    Benabdenbi, Mounir
    Morin-Allory, Katell
    [J]. 2020 15TH IEEE INTERNATIONAL CONFERENCE ON DESIGN & TECHNOLOGY OF INTEGRATED SYSTEMS IN NANOSCALE ERA (DTIS 2020), 2020,
  • [5] Effects of Data's Bit-width on Digital Logic Design
    Chang, Sheng
    Cai, Heng
    Wang, Hao
    He, Jin
    Huang, Qijun
    [J]. INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY II, PTS 1-4, 2013, 411-414 : 1670 - +
  • [6] Bit-Mixer: Mixed-precision networks with runtime bit-width selection
    Bulat, Adrian
    Tzimiropoulos, Georgios
    [J]. 2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2021), 2021, : 5168 - 5177
  • [7] Evaluation of Variable Bit-Width Units in a RISC-V Processor for Approximate Computing
    Ndour, Genevieve
    Trevisan Jost, Tiago
    Molnos, Anca
    Durand, Yves
    Tisserand, Arnaud
    [J]. CF '19 - PROCEEDINGS OF THE 16TH ACM INTERNATIONAL CONFERENCE ON COMPUTING FRONTIERS, 2019, : 344 - 349
  • [8] An OpenMP-based Circuit Design Tool: Customizable Bit-width
    Beatty, Timothy F.
    Aubanel, Eric E.
    Kent, Kenneth B.
    [J]. 2009 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 17 - 22
  • [9] Compiling for Reduced Bit-Width Queue Processors
    Arquimedes Canedo
    Ben A. Abderazek
    Masahiro Sowa
    [J]. Journal of Signal Processing Systems, 2010, 59 : 45 - 55
  • [10] Adaptive bit-width compression for low-energy frame memory design
    Moshnyaga, VG
    [J]. SIPS 2001: IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS: DESIGN AND IMPLEMENTATION, 2001, : 185 - 192