• DocumentCode
    3130226
  • Title

    Improved non-invasive quantification of physiological processes with dynamic PET using blind system identification

  • Author

    Lun, Daniel P.K. ; Chan, Tommy C L ; Feng, David D.

  • Author_Institution
    Centre for Multimedia Signal Process., Hong Kong Polytech. Univ., Hung Hom, China
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    255
  • Lastpage
    258
  • Abstract
    The traditional quantitative study using tracer kinetic modeling requires repeated blood sampling to measure the tracer concentration in plasma. It is invasive, time-consuming and costly. We propose a new approach to estimate physiological parameters for dynamic Positron Emission Tomography (PET) without taking blood samples. With the new approach, the quantification problem is first converted to a discrete blind system identification problem. A multi-channel blind identification technique is applied to estimate the required system parameters. A Monte Carlo simulation is carried out for the proposed approach on estimating the regional cerebral metabolic rate of glucose (rCMRGlc) with the fluoro-deoxy-2-glucose (FDG) model. The results show that the proposed approach can estimate the required physiological parameters in a comparable manner to that of traditional invasive approaches
  • Keywords
    medical image processing; parameter estimation; physiology; positron emission tomography; Monte Carlo simulation; discrete blind system identification problem; dynamic PET; fluoro-deoxy-2-glucose model; glucose; multi-channel blind identification technique; noninvasive quantification; physiological parameter estimation; physiological processes; regional cerebral metabolic rate; Blood; Kinetic theory; Multimedia systems; Parameter estimation; Plasma measurements; Positron emission tomography; Stability; Sugar; System identification; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    962-85766-2-3
  • Type

    conf

  • DOI
    10.1109/ISIMP.2001.925382
  • Filename
    925382