• DocumentCode
    2535397
  • Title

    Medical signal processing in the ICU

  • Author

    Vannicola, Catherine M.

  • Author_Institution
    State Univ. of New York-Binghamton, Binghamton
  • fYear
    2007
  • fDate
    10-11 March 2007
  • Firstpage
    294
  • Lastpage
    295
  • Abstract
    There are currently many false alarms in the ICU. A medical monitoring system which has the ability to take into account signal data from multiple monitoring devices has the potential to decrease the number of false alarms experienced in the intensive care unit (ICU). The implementation of such a system has the potential to substantially reduce unnecessary noise and stress in the ICU, therefore resulting in both better patient care and a less stressful environment for the patient to recover in. This research explores the possibility of using an intelligent system in order to distinguish between false alarm and true alarm situations. The use of time delay phase space reconstruction of medical signal data as input to a neural network is explored. The issues regarding the phase space reconstruction and the encoding of the data for input into a neural network are discussed. Results of the phase space reconstruction and neural network implementation are presented.
  • Keywords
    medical signal processing; neural nets; patient care; patient monitoring; signal denoising; signal reconstruction; ICU; data encoding; intelligent system; intensive care unit; medical monitoring system; medical signal processing; neural network; noise reduce; patient care; time delay phase space reconstruction; Biomedical monitoring; Biomedical signal processing; Delay effects; Encoding; Intelligent systems; Neural networks; Noise reduction; Patient monitoring; Stress; Working environment noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioengineering Conference, 2007. NEBC '07. IEEE 33rd Annual Northeast
  • Conference_Location
    Long Island, NY
  • Print_ISBN
    978-1-4244-1033-0
  • Electronic_ISBN
    978-1-4244-1033-0
  • Type

    conf

  • DOI
    10.1109/NEBC.2007.4413394
  • Filename
    4413394