• DocumentCode
    82713
  • Title

    An Event Polarized Paradigm for ADL Detection in AAL Context

  • Author

    Ando, Bruno ; Baglio, Salvatore ; Lombardo, Cristian Orazio ; Marletta, Vincenzo

  • Author_Institution
    Dept. of Electr., Electron. & Inf. Eng., Univ. of Catania, Catania, Italy
  • Volume
    64
  • Issue
    7
  • fYear
    2015
  • fDate
    Jul-15
  • Firstpage
    1814
  • Lastpage
    1825
  • Abstract
    The possibility to detect activities of daily living (ADLs), with particular regards to fall detection, is mandatory to implement a rigorous remote monitoring of frail people. Actually, unintentional falls cause a lot of hospitalizations and may lead to serious consequence due to long-lie happenings. Moreover, the ability to properly classify different kinds of falls could represent a strategic diagnostic tool. The widespread use of smartphones equipped with many embedded sensors would represent a suitable solution for ADL monitoring, especially for the future generation of elderly. The activity presented through this paper focuses on the development of a fully smartphone-based ADL detector, which uses an advanced classification paradigm to discriminate between different kinds of falls. The sensitivity and specificity features of the system are in line with the real needs of the Ambient Assisted Living context.
  • Keywords
    biomechanics; medical signal processing; principal component analysis; signal classification; smart phones; activities of daily living; advanced classification paradigm; ambient assisted living context; event polarized paradigm; principal component analysis; smartphone-based ADL detector; Acceleration; Feature extraction; Monitoring; Principal component analysis; Senior citizens; Sensors; Smart phones; Activities of daily living (ADLs); Ambient Assisted Living (AAL); fall detection; principal component analysis (PCA); sensors; smartphone; threshold algorithm (TA); threshold algorithm (TA).;
  • fLanguage
    English
  • Journal_Title
    Instrumentation and Measurement, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9456
  • Type

    jour

  • DOI
    10.1109/TIM.2014.2385144
  • Filename
    7051259