Development of a (silent) speech recognition system for patients following laryngectomy

被引:97
作者
Fagan, M. J. [1 ]
Ell, S. R. [2 ]
Gilbert, J. M. [1 ]
Sarrazin, E. [1 ]
Chapman, P. M. [3 ]
机构
[1] Univ Hull, Ctr Med Engn & Technol, Dept Engn, Kingston Upon Hull HU6 7RX, N Humberside, England
[2] Hull Royal Infirm, Dept Otolaryngol, Kingston Upon Hull HU3 2JZ, N Humberside, England
[3] Univ Hull, Dept Comp Sci, Kingston Upon Hull HU6 7RX, N Humberside, England
基金
美国国家卫生研究院;
关键词
speech recognition; rehabilitation; laryngectomy; magnetic sensor; speech system;
D O I
10.1016/j.medengphy.2007.05.003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Surgical voice restoration post-laryngectomy has a number of limitations and drawbacks. The present gold standard involves the use of a tracheo-oesophageal fistula (TOF) valve to divert air from the lungs into the throat, which vibrates, and from this, speech can be formed. Not all patients can use these valves and those who do are susceptible to complications associated with valve failure. Thus there is still a place for other voice restoration options. With advances in electronic miniaturization and portable computing power a computing-intensive solution has been investigated. Magnets were placed on the lips, teeth and tongue of a volunteer causing a change in the surrounding magnetic field when the individual mouthed words. These changes were detected by 6 dual axis magnetic sensors, which were incorporated into a pair of special glasses. The resulting signals were compared to training data recorded previously by means of a dynamic time warping algorithm using dynamic programming. When compared to a small vocabulary database, the patterns were found to be recognised with an accuracy of 97% for words and 94% for phonemes. On this basis we plan to develop a speech system for patients who have lost laryngeal function. (C) 2007 IPEM. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:419 / 425
页数:7
相关论文
共 17 条
  • [1] [Anonymous], LARYNGECTOMY REHABIL
  • [2] [Anonymous], THESIS LEEDS
  • [3] [Anonymous], 2005, MATH MODELS SPEECH T
  • [4] [Anonymous], SPEECH SYNTHESIS REC
  • [5] BETTS BJ, 2005, TM2005213471 NASA
  • [6] A novel non-acoustic voiced speech sensor
    Brown, DR
    Ludwig, R
    Pelteku, A
    Bogdanov, G
    Keenaghan, K
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2004, 15 (07) : 1291 - 1302
  • [7] First results of the VoiceMaster prosthesis in three centres in the Netherlands
    Eerenstein, SEJ
    Schouwenburg, PF
    Van der Velden, LA
    De Boer, MF
    [J]. CLINICAL OTOLARYNGOLOGY, 2001, 26 (02): : 99 - 103
  • [8] Microbial colonization of the Groningen speaking valve and its relationship to valve failure
    Ell, SR
    Mitchell, AJ
    Parker, AJ
    [J]. CLINICAL OTOLARYNGOLOGY, 1995, 20 (06): : 555 - 556
  • [9] Candida - 'The cancer of silastic'
    Ell, SR
    [J]. JOURNAL OF LARYNGOLOGY AND OTOLOGY, 1996, 110 (03) : 240 - 242
  • [10] A new method for in vivo evaluation of biofilms on surface-modified silicone rubber voice prostheses
    Everaert, EPJM
    Mahieu, HF
    Chung, RPW
    Verkerke, GJ
    vanderMei, HC
    Busscher, HJ
    [J]. EUROPEAN ARCHIVES OF OTO-RHINO-LARYNGOLOGY, 1997, 254 (06) : 261 - 263