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A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers

A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers

Paperback

Series: Synthesis Lectures on Biomedical Engineering

Medical ReferenceTechnology & EngineeringGeneral Mathematics

Currently unavailable to order

ISBN10: 3031235312
ISBN13: 9783031235313
Publisher: Springer
Published: Mar 3 2024
Pages: 132
Language: English
This book develops and details a rigorous, canonical modeling approach for analyzing spatio-temporal brain wave dynamics. The nonlinear, nonstationary behavior of brain wave measures and general uncertainty associated with the brain makes it difficult to apply modern system identification techniques to such systems. While there is a substantial amount of literature on the use of stationary analyses for brain waves, relatively less work has considered real-time estimation and imaging of brain waves from noninvasive measurements. This book addresses the issue of modeling and imaging brain waves and biomarkers generally, treating the nonlinear and nonstationary dynamics in near real-time. Using a modal state-space formulation leads to intuitive, physically significant models which are used for analysis and diagnosis.

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