Analysis of Quantization Noise in Fixed-Point HDFT Algorithms

被引:0
作者
Alrwashdeh, Monther [1 ]
Czifra, Balazs [1 ]
Kollar, Zsolt [1 ]
机构
[1] Budapest Univ Technol & Econ, H-1111 Budapest, Hungary
关键词
Discrete Fourier transforms; Quantization (signal); Signal processing algorithms; Roundoff errors; Indexes; Transforms; Technological innovation; Fixed-point; hopping DFT; quantization; roundoff error; sliding DFT; UVT;
D O I
10.1109/LSP.2024.3372782
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
The Discrete Fourier Transform (DFT) algorithm is widely used in signal processing and communication systems to transform the signal to the frequency-domain. As real-time signal analysis is required for fast processing, several recursive algorithms were proposed to perform the calculation with overlapping sequences in a sliding manner. One Sliding DFT (SDFT) method is the Hopping DFT (HDFT), where the DFT calculations are not evaluated sample-by-sample but with longer steps, thus further reducing the computational complexity compared to the other SDFT algorithms. This letter analyses the effect of fixed-point roundoff error in the HDFT algorithm, including the Updating Vector Transform (UVT) block. A closed-form expression for the resulting quantization noise power at the output of the HDFT algorithm is provided, which is validated through simulations. The results show that the roundoff error can be determined based on the number and size of the hops, the window size, and the number of fractional bits used in the quantization process.
引用
收藏
页码:756 / 760
页数:5
相关论文
共 50 条
  • [1] Analysis of Fixed-Point Quantization Noise in Multicarrier Transmitter Schemes
    Alrwashdeh, Monther
    Kollar, Zsolt
    2022 32ND INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA), 2022, : 180 - 184
  • [2] Controller Fixed-Point Optimization with Genetic Algorithms
    Wolfram, Heiko
    2015 INTERNATIONAL CONFERENCE ON APPLIED ELECTRONICS (AE), 2015, : 279 - 283
  • [3] On Unbounded Delays in Asynchronous Parallel Fixed-Point Algorithms
    Robert Hannah
    Wotao Yin
    Journal of Scientific Computing, 2018, 76 : 299 - 326
  • [4] On Unbounded Delays in Asynchronous Parallel Fixed-Point Algorithms
    Hannah, Robert
    Yin, Wotao
    JOURNAL OF SCIENTIFIC COMPUTING, 2018, 76 (01) : 299 - 326
  • [5] CYCLIC COORDINATE-UPDATE ALGORITHMS FOR FIXED-POINT PROBLEMS: ANALYSIS AND APPLICATIONS
    Chow, Yat Tin
    Wu, Tianyu
    Yin, Wotao
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2017, 39 (04) : A1280 - A1300
  • [6] Empirical Analysis of Fixed Point Precision Quantization of CNNs
    Ansari, Anaam
    Ogunfunmi, Tokunbo
    2019 IEEE 62ND INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2019, : 243 - 246
  • [7] QMTS: Fixed-point Quantization for Multiple-timescale Spiking Neural Networks
    Eissa, Sherif
    Corradi, Federico
    de Putter, Floran
    Stuijk, Sander
    Corporaal, Henk
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2023, PT I, 2023, 14254 : 407 - 419
  • [8] Design and analysis of evolutionary bit-length optimization algorithms for floating to fixed-point conversion
    Rosa, L. S.
    Delbem, A. C. B.
    Toledo, C. F. M.
    Bonato, V.
    APPLIED SOFT COMPUTING, 2016, 49 : 447 - 461
  • [9] Algorithms for Approximating Solutions of Split Variational Inclusion and Fixed-Point Problems
    Zhu, Li-Jun
    Yao, Yonghong
    MATHEMATICS, 2023, 11 (03)
  • [10] Fixed-Point Implementation of Fast QR-Decomposition Recursive Least-Squares Algorithms (FQRD-RLS): Stability Conditions and Quantization Errors Analysis
    Shoaib, Mobien
    Alshebeili, Saleh
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2013, 32 (04) : 1551 - 1574