• DocumentCode
    130343
  • Title

    EMG speller with adaptive stimulus rate and dictionary support

  • Author

    Vasiljevas, M. ; Turcinas, R. ; Damasevicius, R.

  • Author_Institution
    Software Eng. Dept., Kaunas Univ. of Technol., Kaunas, Lithuania
  • fYear
    2014
  • fDate
    7-10 Sept. 2014
  • Firstpage
    227
  • Lastpage
    234
  • Abstract
    Ambient Assisted Living (AAL) aims to improve the quality of daily life for all humans in different periods of life. Neural-Computer Interface (NCI) can be used within AAL environments to provide alternative communication means for impaired persons bypassing the need for speech and other motor activities. By monitoring, analyzing and responding to muscular activity (EMG signals) of users, NCI systems are able to monitor, diagnose and respond to the cognitive, emotional and physical states of users in real time. In this paper we analyze and develop a speller application based on the EMG interface. We analyze requirements for developing interfaces for disabled users and interfaces of known speller applications, and describe the development of the EMG-based speller as a benchmark application. The developed speller has adaptive stimulus rate and allows word selection from dictionary. We evaluate performance and usability of the developed speller using a set of empirical (accuracy, information transfer speed, input speed), ergonomic (NASA-TLX scale) and conceptual (humanistic intelligence) attributes.
  • Keywords
    assisted living; cognition; electromyography; ergonomics; handicapped aids; medical signal processing; neural nets; AAL environments; EMG interface; EMG signals; EMG speller; EMG-based speller; NASA-TLX scale; NCI systems; adaptive stimulus rate; ambient assisted living; benchmark application; cognitive state; conceptual attribute; dictionary support; disabled users; emotional state; ergonomic; humanistic intelligence attribute; impaired persons; muscular activity; neural-computer interface; performance evaluation; physical state; speller applications; word selection; Accuracy; Benchmark testing; Dictionaries; Electromyography; Speech; User interfaces; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Science and Information Systems (FedCSIS), 2014 Federated Conference on
  • Conference_Location
    Warsaw
  • Type

    conf

  • DOI
    10.15439/2014F338
  • Filename
    6933017