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This book is an introductory text to a range of numerical methods
used today to simulate time-dependent processes in Earth science,
physics, engineering, and many other fields. The physical problem
of elastic wave propagation in 1D serves as a model system with
which the various numerical methods are introduced and compared.
The theoretical background is presented with substantial graphical
material supporting the concepts. The results can be reproduced
with the supplementary electronic material provided as python codes
embedded in Jupyter notebooks. The book starts with a primer on the
physics of elastic wave propagation, and a chapter on the
fundamentals of parallel programming, computational grids, mesh
generation, and hardware models. The core of the book is the
presentation of numerical solutions of the wave equation with six
different methods: 1) the finite-difference method; 2) the
pseudospectral method (Fourier and Chebyshev); 3) the linear
finite-element method; 4) the spectral-element method; 5) the
finite-volume method; and 6) the discontinuous Galerkin method.
Each chapter contains comprehension questions, theoretical, and
programming exercises. The book closes with a discussion of domains
of application and criteria for the choice of a specific numerical
method, and the presentation of current challenges.
This book is an introductory text to a range of numerical methods
used today to simulate time-dependent processes in Earth science,
physics, engineering, and many other fields. The physical problem
of elastic wave propagation in 1D serves as a model system with
which the various numerical methods are introduced and compared.
The theoretical background is presented with substantial graphical
material supporting the concepts. The results can be reproduced
with the supplementary electronic material provided as python codes
embedded in Jupyter notebooks. The book starts with a primer on the
physics of elastic wave propagation, and a chapter on the
fundamentals of parallel programming, computational grids, mesh
generation, and hardware models. The core of the book is the
presentation of numerical solutions of the wave equation with six
different methods: 1) the finite-difference method; 2) the
pseudospectral method (Fourier and Chebyshev); 3) the linear
finite-element method; 4) the spectral-element method; 5) the
finite-volume method; and 6) the discontinuous Galerkin method.
Each chapter contains comprehension questions, theoretical, and
programming exercises. The book closes with a discussion of domains
of application and criteria for the choice of a specific numerical
method, and the presentation of current challenges.
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