• DocumentCode
    333247
  • Title

    Generalized algorithm of detection and classification in uterine electromyography signal

  • Author

    Khalil, Mohamad ; Duchêne, Jacques ; Marque, Catherine

  • Author_Institution
    Univ. of Technol. of Troyes, France
  • Volume
    5
  • fYear
    1998
  • fDate
    28 Oct-1 Nov 1998
  • Firstpage
    2658
  • Abstract
    In this paper, we present a method of detection and classification of events well adapted to uterine EMG processing. A multidimensional method of detection will be presented. It is based on the sequential computation of the likelihood ratio after signal decomposition on pertinent scales using wavelet transform. Hypothesis rejection is achieved using variance covariance matrices computed from the scales. This approach leads to different detection and isolation delays, the former being defined by the detection threshold, the latter depending on the estimation time of the covariance matrix. This method is adaptive and allows event detection without necessarily returning to the null hypothesis H0. It has been applied on uterine EMG and gives satisfactory results in both detection and classification
  • Keywords
    covariance matrices; electromyography; maximum likelihood detection; medical signal detection; medical signal processing; multidimensional signal processing; obstetrics; patient monitoring; signal classification; signal representation; wavelet transforms; EMG signal processing; adaptive method; detection delays; detection threshold; events classification; events detection; generalized algorithm; hypothesis rejection; isolation delays; likelihood ratio; matrix estimation time; multidimensional method; patient monitoring; pertinent scales; pregnancy; recursive calculation; sequential computation; signal decomposition; signal representation; uterine EMG signal; variance covariance matrices; wavelet transform; Covariance matrix; Delay estimation; Electromyography; Event detection; Fetus; Frequency; Multidimensional systems; Pregnancy; Signal resolution; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
  • Conference_Location
    Hong Kong
  • ISSN
    1094-687X
  • Print_ISBN
    0-7803-5164-9
  • Type

    conf

  • DOI
    10.1109/IEMBS.1998.745171
  • Filename
    745171