Advanced Frequency Analysis of Signals with High-Frequency Resolution

被引:0
|
作者
Flegner, Patrik [1 ]
Kacur, Jan [1 ]
Durdan, Milan [1 ]
Laciak, Marek [1 ]
Francakova, Rebecca [1 ]
机构
[1] Tech Univ Kosice, Inst Control & Informatizat Prod Proc, Fac BERG, Nemcovej 3, Kosice 04200, Slovakia
关键词
frequency analysis; high-frequency resolution; DFT ZOOM algorithm; Hilbert transformation; Fourier transformation; TIME-SERIES; INFORMATION; PERIODOGRAM; ALGORITHM;
D O I
10.3390/computation12110217
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In today's era, it is important to analyze and utilize various signals in industrial or laboratory applications. Measured signals provide critical information about the controlled system, which can be contained precisely within a narrow frequency range. Many methods and algorithms exist to process such signals in both the time and frequency domains. In particular, signal processing in the frequency domain is primary in industrial practice because dominant components within a specific narrow frequency band are sought. The discrete Fourier transformation (DFT) algorithm is the tool used in practice to find these frequency components. The DFT algorithm provides the full frequency spectrum with a higher number of calculation steps, and its spectrum frequency resolution is low. Therefore, research has focused on finding a method to achieve high-frequency spectrum resolution. An important factor in selecting the technique was that such an algorithm should be implementable on a microprocessor-based system under harsh industrial conditions. Research results showed that the DFT ZOOM method meets these requirements. The frequency zoom has many advantages but requires some modification. It is implemented in high-performance analyzers, but a thorough and detailed description of the respective algorithm is lacking in technical articles and literature. This article mathematically and theoretically describes the modified frequency zoom algorithm in detail. The steps of the frequency zoom, from creating an analytical signal through frequency shifting and decimation to the frequency analysis of the signal, are realized. The algorithm allows for the analysis of a signal with high-frequency resolution in a limited frequency band. A significant modification of DFT ZOOM is that of using the Hilbert transform to create an analytic signal. This resolves the aliasing issue caused by the overlap between fundamental and sideband spectra. Results from processing deterministic and stochastic signals using the modified DFT ZOOM are presented. The presented experimental results contribute to a more detailed frequency analysis of the signal. As part of this scientific research, the issues of frequency zoom were thoroughly addressed, solving the partial problems of this algorithm, both in theory and in the context of signal theory.
引用
收藏
页数:42
相关论文
共 50 条
  • [31] Damage detection with high-frequency electric impedance signals
    Department of Civil Engineering, Zhejiang University, Hangzhou 310027, China
    不详
    Zhejiang Daxue Xuebao (Gongxue Ban), 2007, 1 (6-11):
  • [32] Material Signals: A Historical Sociology of High-Frequency Trading
    MacKenzie, Donald
    AMERICAN JOURNAL OF SOCIOLOGY, 2018, 123 (06) : 1635 - 1683
  • [33] HIGH-FREQUENCY ACOUSTIC-SIGNALS FOR CONDITION MONITORING
    DARLOW, M
    SHINAISHIN, O
    WINN, L
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1976, 60 : S14 - S14
  • [34] DEGRADATION OF HIGH-FREQUENCY EARTH SATELLITE TELECOMMUNICATION SIGNALS
    GOLDHIRSH, J
    JOHNS HOPKINS APL TECHNICAL DIGEST, 1984, 5 (04): : 360 - 362
  • [35] Partial Discharge Analysis in High-Frequency Transformer Based on High-Frequency Current Transducer
    Jiang, Jun
    Zhao, Mingxin
    Zhang, Chaohai
    Chen, Min
    Liu, Haojun
    Albarracin, Ricardo
    ENERGIES, 2018, 11 (08)
  • [36] High-frequency magnetic signals in the human somatosensory cortex
    Hashimoto, I
    Mashiko, T
    Imada, T
    VISUALIZATION OF INFORMATION PROCESSING IN THE HUMAN BRAIN: RECENT ADVANCES IN MEG AND FUNCTIONAL MRI, 1996, (47): : 67 - 80
  • [37] Simultaneous Determination of Multiple Microwave Signals With High-Frequency Resolution Using Quantum Sensing Technique
    Zhao, Rui
    Wang, Ding
    Wen, Huan Fei
    Ma, Zongmin
    Shi, Yunbo
    Tang, Jun
    Liu, Jun
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73
  • [38] Current state of nonlinear-type time-frequency analysis and applications to high-frequency biomedical signals
    Wu, Hau-Tien
    CURRENT OPINION IN SYSTEMS BIOLOGY, 2020, 23 : 8 - 21
  • [39] REDUCTION OF INTERSTATION INTERFERENCE IN THE TRANSMISSION OF STANDARD FREQUENCY AND TIME SIGNALS IN THE HIGH-FREQUENCY BAND
    CHERENKOV, GT
    MEASUREMENT TECHNIQUES USSR, 1982, 25 (01): : 36 - 37
  • [40] Aperture synthesis method in the detection of flaws in dielectrics by high-frequency signals of variable frequency
    Deshchenko, GN
    RUSSIAN JOURNAL OF NONDESTRUCTIVE TESTING, 1998, 34 (01) : 57 - 63