Fr. 42.90

Mathematical Modeling of the Human Brain - From Magnetic Resonance Images to Finite Element Simulation

English · Paperback / Softback

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Description

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This open access book bridges common tools in medical imaging and neuroscience with the numerical solution of brain modelling PDEs. The connection between these areas is established through the use of two existing tools, FreeSurfer and FEniCS, and one novel tool, the SVM-Tk, developed for this book. The reader will learn the basics of magnetic resonance imaging and quickly proceed to generating their first FEniCS brain meshes from T1-weighted images. The book's presentation concludes with the reader solving a simplified PDE model of gadobutrol diffusion in the brain that incorporates diffusion tensor images, of various resolution, and complex, multi-domain, variable-resolution FEniCS meshes with detailed markings of anatomical brain regions. After completing this book, the reader will have a solid foundation for performing patient-specific finite element simulations of biomechanical models of the human brain.

List of contents

Introduction.- Working with magnetic resonance images of the brain.- From T1 images to numerical simulation.- Introducing heterogeneities.- Introducing directionality with diffusion tensors.- Simulating anisotropic diffusion in heterogeneous brain regions.- Concluding remarks and outlook.- References.- Index.

Report

"The book represents an excellent introduction and hands-on guide to this important and exciting field, for applied mathematicians and image processing practitioners ... . It is, perhaps, most beneficial, to electrical and computer science majors who wish to rapidly immerse themselves in the field, in a manner that is mathematically correct and sound, yet also practical." (Emil Saucan, zbMATH 1501.92001, 2023)

Product details

Authors Kent-Andr Mardal, Kent-Andre Mardal, Kent-André Mardal, Marie Rognes, Marie E Rognes, Marie E. Rognes, Travi Thompson, Travis B. Thompson, Lars Magnus Valnes
Publisher Springer, Berlin
 
Languages English
Product format Paperback / Softback
Released 26.03.2022
 
EAN 9783030951351
ISBN 978-3-0-3095135-1
No. of pages 118
Dimensions 155 mm x 7 mm x 235 mm
Illustrations XVI, 118 p. 32 illus., 25 illus. in color.
Series Simula SpringerBriefs on Computing
Subject Natural sciences, medicine, IT, technology > Mathematics > Probability theory, stochastic theory, mathematical statistics

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