EMG based voice recognition

被引:0
|
作者
Kumar, S [1 ]
Kumar, DK [1 ]
Alemu, M [1 ]
Burry, M [1 ]
机构
[1] RMIT Univ, Spatial Informat Architecture Lab, Melbourne, Vic 3001, Australia
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Besides its clinical applications, various researchers have shown that EMG can be utilised in areas such as computer human interface and in developing intelligent prosthetic devices. This paper presents results from a preliminary study. The work describes the outcomes in using artificial neural network (ANN) to recognise and classify human speech based on EMG. The EMG signals were acquired from three articulatory facial muscles. Three subjects were selected and participated in the experiments. Preliminarily five English vowels were used as recognition variables. The root mean square (R S) of EMG signals were estimated and used as set of features to feed the ANN. The findings indicate that such a system may have a capacity to recognise and classify speech signals with an accuracy of up to 88%.
引用
收藏
页码:593 / 597
页数:5
相关论文
共 50 条
  • [41] EMG-BASED SYSTEM FOR BASIC HAND MOVEMENT RECOGNITION
    Camacho Navarro, Jhonatan
    Leon-Vargas, Fabian
    Barrero Perez, Jaime
    DYNA-COLOMBIA, 2012, 79 (171): : 41 - 49
  • [42] Deep Learning for Gesture Recognition based on Surface EMG Data
    Fukano, Kaichi
    Iiazawa, Kazuma
    Soeda, Takuto
    Shirai, Aya
    Capi, Genci
    2021 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2021, : 41 - 45
  • [43] Modeling coarticulation in EMG-based continuous speech recognition
    Schultz, Tanja
    Wand, Michael
    SPEECH COMMUNICATION, 2010, 52 (04) : 341 - 353
  • [44] Research on Gait Recognition Based on Lower Limb EMG Signal
    Wang, Junyao
    Dai, Yuehong
    Kang, Tong
    Si, Xiaxi
    2021 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2021), 2021, : 212 - 217
  • [45] Voice recognition
    Schreiber, MH
    ACADEMIC RADIOLOGY, 1998, 5 (12) : 871 - 872
  • [46] Voice recognition
    Mehta, A
    McLoud, TC
    JOURNAL OF THORACIC IMAGING, 2003, 18 (03) : 178 - 182
  • [47] EMG BIOFEEDBACK IN TREATMENT OF HYPERFUNCTIONAL VOICE DISORDERS
    PROSEK, RA
    MONTGOMERY, AA
    WALDEN, BE
    SCHWARTZ, DM
    JOURNAL OF SPEECH AND HEARING DISORDERS, 1978, 43 (03): : 282 - 294
  • [48] Voice Recognition Based on Vector Quantization Using LBG
    Nagajyothi, D.
    Siddaiah, P.
    COMPUTER COMMUNICATION, NETWORKING AND INTERNET SECURITY, 2017, 5 : 503 - 511
  • [49] Biometric System Based on Voice Recognition Using Multiclassifiers
    Chenafa, Mohamed
    Istrate, Dan
    Vrabie, Valeriu
    Herbin, Michel
    BIOMETRICS AND IDENTITY MANAGEMENT, 2008, 5372 : 206 - +
  • [50] Implementing Mobile Interface Based Voice Recognition System
    Lim, Myung-Jae
    Lee, Eun-Ser
    Kwon, Young-Man
    COMPUTER APPLICATIONS FOR DATABASE, EDUCATION, AND UBIQUITOUS COMPUTING, 2012, 352 : 150 - +