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Related Experiment Video

Updated: Dec 30, 2025

Application of an Amplitude-integrated EEG Monitor Cerebral Function Monitor to Neonates
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Monitoring of Brain Hemodynamics Coupling in Neonates using Updated Tensor Decompositions.

A Caicedo, O De Wel, M Vandecappelle

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |January 18, 2020
    PubMed
    Summary

    Updated tensor decomposition effectively monitors neonatal brain hemodynamics. This method reveals propofol

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    Area of Science:

    • Biomedical Engineering
    • Neuroscience
    • Neonatal Physiology

    Background:

    • Monitoring neonatal brain hemodynamics is crucial for clinical interventions.
    • Assessing the impact of anesthetic agents like propofol on physiological coupling is complex.

    Purpose of the Study:

    • To explore updated tensor decomposition for monitoring brain hemodynamics in neonates.
    • To evaluate the effect of propofol on the coupling between physiological signals during the INSURE procedure.

    Main Methods:

    • Utilized concomitant measurements: heart rate, blood pressure, oxygen saturation, EEG, and near-infrared spectroscopy.
    • Constructed similarity matrices using radial basis kernel function (RBF) for signal segments.
    • Applied updating canonical polyadic decomposition to analyze tensor data.

    Main Results:

    • Propofol administration led to a decrease in the interaction between physiological signals.
    • Tensor decomposition successfully identified changes in signal coupling.

    Conclusions:

    • Updated tensor decomposition is a viable tool for monitoring physiological signal coupling in neonates.
    • This technique can provide insights into the effects of medications on brain hemodynamics.