Time-frequency representations in speech perception

被引:12
|
作者
Gomez-Vilda, Pedro [1 ]
Ferrandez-Vicente, Jose M. [2 ]
Rodellar-Biarge, Victoria [1 ]
Fernandez-Baillo, Roberto [1 ]
机构
[1] Univ Politecn Madrid, Fac Informat, E-28660 Madrid, Spain
[2] Univ Politecn Cartagena, Cartagena 30202, Spain
关键词
Bio-inspired speech processing; Speech perception; Acoustic-phonetics; Phonetic boundaries and classes; Minimal semantic units; ORGANIZATION; INTEGRATION; DOMAIN;
D O I
10.1016/j.neucom.2008.04.056
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays applications demand a comprehensive view of voice and speech perception to build more complex and competitive procedures amenable of extracting as much knowledge from sound-based human communication as possible. Many knowledge-extraction tasks from speech and voice may share signal treatment procedures which can be devised under the point of view of bio-inspiration. The present paper examines a hierarchy of sound processing functionalities at the auditory and perceptual levels on the Auditory Neural pathways which can be translated into bio-inspired speech-processing techniques, their fundamental characteristics being analyzed in relation with current tendencies in cognitive audio processing. The pathways linking the peripheral auditory system (cochlear complex) with the brain cortex are briefly examined, with special attention to the study of neuronal structures showing specific capabilities under the point of view of formant analysis and the build-up of a semantic hierarchy from the time-frequency structure of speech to explore their capability of conveying semantics to speech processing and understanding from the minimal acoustic clues with elementary meaning or "sematoms". The replication of known biological functionality by algorithmic methods through bio-inspiration is a secondary aim of the research. Examples extracted from speech processing tasks in the domain of acoustic-phonetics are presented. These may find applicability in speech recognition, speaker's characterization and biometry, emotion detection, and others related. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:820 / 830
页数:11
相关论文
共 50 条
  • [1] Time-frequency analysis of continuous and categorical sinewave speech perception
    Simpson, M. I. G.
    Witton, C.
    Barnes, G. R.
    Fisher, A. E.
    Furlong, P. L.
    Desai, R. H.
    Liebenthal, E.
    [J]. JOURNAL OF PSYCHOPHYSIOLOGY, 2006, 20 (04) : 333 - 333
  • [2] Investigation of Different Time-Frequency Representations for Intelligibility Assessment of Dysarthric Speech
    Chandrashekar, H. M.
    Karjigi, Veena
    Sreedevi, N.
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 28 (12) : 2880 - 2889
  • [3] Sparse time-frequency representations
    Gardner, TJ
    Magnasco, MO
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (16) : 6094 - 6099
  • [4] Consistent time-frequency representations
    Roberts, DS
    Jones, DL
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL VI, PROCEEDINGS: SIGNAL PROCESSING THEORY AND METHODS, 2003, : 445 - 448
  • [5] Sparsity in Time-Frequency Representations
    Götz E. Pfander
    Holger Rauhut
    [J]. Journal of Fourier Analysis and Applications, 2010, 16 : 233 - 260
  • [6] Time-Frequency Representations and Operators
    Cohen, Leon
    [J]. AUTOMATIC TARGET RECOGNITION XIX, 2009, 7335
  • [7] Topics in time-frequency representations
    Cohen, L
    [J]. ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, AND IMPLEMENTATIONS VI, 1996, 2846 : 220 - 238
  • [8] Sparsity in Time-Frequency Representations
    Pfander, Goetz E.
    Rauhut, Holger
    [J]. JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 2010, 16 (02) : 233 - 260
  • [9] Time-frequency representations and their structure
    Friedlander, B
    Scharf, LL
    [J]. PROCEEDINGS OF THE IEEE SIGNAL PROCESSING WORKSHOP ON HIGHER-ORDER STATISTICS, 1997, : 88 - 92
  • [10] Invertible time-frequency representations
    Nelson, DJ
    Kenny, OP
    [J]. ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, AND IMPLEMENTATIONS VIII, 1998, 3461 : 159 - 170