Time-Frequency Coherent Modulation Filtering of Nonstationary Signals

被引:43
|
作者
Clark, Pascal [1 ]
Atlas, Les E. [1 ]
机构
[1] Univ Washington, Seattle, WA 98195 USA
关键词
Bandwidth; instantaneous frequency; modulation; modulation filtering; speech processing; time-frequency analysis; time-varying filters; SPEECH; AMPLITUDE; DECOMPOSITION;
D O I
10.1109/TSP.2009.2025107
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
Modulation filtering is a class of techniques for filtering slowly-varying modulation envelopes of frequency subbands of a signal, ideally without affecting the subband signal's temporal fine-structure. Coherent modulation filtering is a potentially more effective type of such techniques where, via an explicit product model, subband envelopes are determined from demodulation of the subband signal with a coherently detected subband carrier. In this paper we propose a coherent modulation filtering technique based on detecting the instantaneous frequency of a subband from its time-frequency representation. We devise theory to show that coherent modulation filtering imposes a new bandlimiting constraint on the product of the modulator and carrier as well as the ability to recover arbitrarily chosen envelopes and carriers from their modulation product. We then formally show that a carrier estimate based on the time-varying spectral center-of-gravity satisfies the bandlimiting condition. This bandwidth constraint leads to effective and artifact-free modulation filters, offering new approaches for potential signal modification. However, the spectral center-of-gravity does not, in general, satisfy the condition of arbitrary carrier recovery. Finally, the results from modulation-filtering a speech signal are then used to validate the theory.
引用
收藏
页码:4323 / 4332
页数:10
相关论文
共 50 条
  • [1] Time-Frequency Processing of Nonstationary Signals
    Boashash, Boualem
    Azemi, Ghasem
    O'Toole, John M.
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2013, 30 (06) : 108 - 119
  • [2] MODULATION FILTERING FOR STRUCTURED TIME-FREQUENCY ESTIMATION OF AUDIO SIGNALS
    Siedenburg, Kai
    Depalle, Philippe
    [J]. 2013 IEEE WORKSHOP ON APPLICATIONS OF SIGNAL PROCESSING TO AUDIO AND ACOUSTICS (WASPAA), 2013,
  • [3] Adaptive time-frequency analysis of nonstationary signals
    Kacha, A
    Benmahammed, K
    [J]. 2002 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I AND II, 2002, : 204 - 207
  • [4] TIME-FREQUENCY ANALYSIS AND SYNTHESIS OF NONSTATIONARY SIGNALS
    AUSLANDER, L
    GERTNER, I
    TOLIMIERI, R
    EICHMANN, G
    [J]. ADVANCED ALGORITHMS AND ARCHITECTURES FOR SIGNAL PROCESSING IV, 1989, 1152 : 449 - 463
  • [5] Time-frequency filtering for classifying targets in nonstationary clutter
    Gomatam, Vikram Thiruneermalai
    Loughlin, Patrick
    [J]. AUTOMATIC TARGET RECOGNITION XXIV, 2014, 9090
  • [6] An adaptive time-frequency filtering method for nonstationary signals based on the generalized S-transform
    Wang D.-W.
    Li Y.
    Zhang K.
    Xu H.
    [J]. Optoelectronics Letters, 2010, 6 (2) : 133 - 136
  • [7] Fast parametric time-frequency modeling of nonstationary signals
    Ma, Shiwei
    Li, Kang
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2008, 205 (01) : 170 - 177
  • [8] Research and Comparison of Time-frequency Techniques for Nonstationary Signals
    Zhu, Qiang
    Wang, Yansong
    Shen, Gongqi
    [J]. JOURNAL OF COMPUTERS, 2012, 7 (04) : 954 - 958
  • [9] An adaptive time-frequency filtering method for nonstationary signals based on the generalized S-transform
    王殿伟
    李言俊
    张科
    徐焕民
    [J]. Optoelectronics Letters, 2010, 6 (02) : 133 - 136
  • [10] APPLICATION OF THE WIGNER DISTRIBUTION FOR TIME-FREQUENCY ANALYSIS OF NONSTATIONARY SIGNALS
    SKERL, O
    SCHMIDT, W
    SPECHT, O
    [J]. TECHNISCHES MESSEN, 1994, 61 (01): : 7 - 15