Development of Automatic Speech Recognition Techniques for Elderly Home Support: Applications and Challenges

被引:10
|
作者
Vacher, Michel [1 ]
Aman, Frederic [1 ]
Rossato, Solange [2 ]
Portet, Francois [2 ]
机构
[1] CNRS, GETALP, Lab Informat Grenoble, F-38000 Grenoble, France
[2] Univ Grenoble Alpes, GETALP, Lab Informat Grenoble, F-38000 Grenoble, France
关键词
Automatic speech recognition; Aged voices; Home automation; Vocal command; Distress call; Ambient assisted living; USERS; STATE;
D O I
10.1007/978-3-319-20913-5_32
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Vocal command may have considerable advantages in terms of usability in the AAL domain. However, efficient audio analysis in smart home environment is a challenging task in large part because of bad speech recognition results in the case of elderly people. Dedicated speech corpora were recorded and employed to adapted generic speech recognizers to this type of population. Evaluation results of a first experiment allowed to draw conclusions about the distress call detection. A second experiments involved participants who played fall scenarios in a realistic smart home, 67% of the distress calls were detected online. These results show the difficulty of the task and serve as basis to discuss the stakes and the challenges of this promising technology for AAL.
引用
收藏
页码:341 / 353
页数:13
相关论文
共 50 条
  • [31] Use of automatic speech recognition: Current and potential applications
    Noyes, J
    Starr, A
    [J]. COMPUTING & CONTROL ENGINEERING JOURNAL, 1996, 7 (05): : 203 - 208
  • [32] Active learning:: Theory and applications to automatic speech recognition
    Riccardi, G
    Hakkani-Tür, D
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2005, 13 (04): : 504 - 511
  • [33] ASSESSMENT OF TECHNOLOGY OF AUTOMATIC SPEECH RECOGNITION FOR MILITARY APPLICATIONS
    BEEK, B
    NEUBERG, EP
    HODGE, DC
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1977, 25 (04): : 310 - 322
  • [34] SELECTED MILITARY APPLICATIONS OF AUTOMATIC SPEECH RECOGNITION TECHNOLOGY
    WOODARD, JP
    CUPPLES, EJ
    [J]. IEEE COMMUNICATIONS MAGAZINE, 1983, 21 (09) : 35 - 41
  • [35] TALKING TO THE COMPUTER - THE PRINCIPLES AND APPLICATIONS OF AUTOMATIC SPEECH RECOGNITION
    KLUGMANN, D
    [J]. SIEMENS REVIEW, 1980, 47 (04): : 16 - 19
  • [36] TOWARD BELL SYSTEM APPLICATIONS OF AUTOMATIC SPEECH RECOGNITION
    HOLMGREN, JE
    [J]. BELL SYSTEM TECHNICAL JOURNAL, 1983, 62 (06): : 1865 - 1880
  • [37] Automatic speech recognition systems: challenges and recent implementation trends
    Sharma, Davinder Pal
    Atkins, Jamin
    [J]. INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2014, 7 (04) : 220 - 234
  • [38] Bilingual Automatic Speech Recognition: A Review, Taxonomy and Open Challenges
    Abushariah, Ahmad A. M.
    Ting, Hua-Nong
    Mustafa, Mumtaz Begum Peer
    Khairuddin, Anis Salwa Mohd
    Abushariah, Mohammad A. M.
    Tan, Tien-Ping
    [J]. IEEE ACCESS, 2023, 11 : 5944 - 5954
  • [39] Invited paper: Automatic speech recognition: History, methods and challenges
    O'Shaughnessy, Douglas
    [J]. PATTERN RECOGNITION, 2008, 41 (10) : 2965 - 2979
  • [40] Exploring the Impact of Data Augmentation Techniques on Automatic Speech Recognition System Development: A Comparative Study
    Galic, Jovan
    Grozdic, Dorde
    [J]. ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING, 2023, 23 (03) : 3 - 12