(Ebook PDF) A Modal Approach to the Space Time Dynamics of Cognitive Biomarkers 1st edition by Tristan Griffith, James Hubbard , Mark Balas 3031235290 9783031235290 full chapters

A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers 1st edition by Tristan D. Griffith, James E. Hubbard Jr., Mark J. Balas – Ebook PDF Instant Download/DeliveryISBN:  3031235290, 9783031235290 

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Product details:

ISBN-10 ‏ : ‎3031235290 

ISBN-13 ‏ : ‎ 9783031235290

Author :  Tristan Griffith, James Hubbard , Mark Balas 

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. A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers provides a much-needed reference for practicing researchers in biomarker modeling leveraging the lens of engineering dynamics. 

A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers 1st Table of contents:

1. Introduction
2. A Dynamic Systems View of Brain Waves
3. System Identification of Brain Wave Modes Using EEG
4. Modal Analysis of Brain Wave Dynamics
5. Adaptive Unknown Input Estimators
6. Reconstructing the Brain Wave Unknown Input
7. Conclusions and Future Work

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