This book is for a general scientific and engineering audience as a guide to current ideas, methods, and models for stochastic modeling of microstructures.
It is a reference for professionals in material modeling, mechanical engineering, materials science, chemical, civil, environmental engineering and applied mathematics.
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A major challenge in applied mathematics and mechanics of materials is to describe various types of material microstructures. The details of the microstructure of most natural and engineered materials are usually obscure; uncertainty and randomness are the inherent features. This complexity due to material heterogeneity has not been adequately described by current classical models and theories.
Stochastic Modeling of Microstructures presents a concise and unified presentation of the basic principles and tools for the modeling of real materials, natural and man-made, that possess complex, random heterogeneity. The book uses the language and methods of random field theory combined with the basic constructs of stochastic geometry and geometrical/spatial statistics in order to give the reader the knowledge necessary to model various types of material microstructures. In addition, the book provides a link between the theoretical constructs and physical microstructures via statistical inference from empirical data and the analysis of selected applied problems.
Topics and Features:
* The first comprehensive introduction to the new field of stochastic modeling of material microstructures
* Basic tools required from the diverse subjects of random field theory, stochastic geometry, and spatial statistics are provided
* Background concepts from probability theory and stochastic processes are provided
* Applications from various fields are discussed, including stochastic wave propagation and the mechanics of porous media flow
* The clear and integrated exposition guides the reader from the basics through problems of contemporary research interest
* A familiarity with basic probability theory and the most common techniques of applied mathemathics is the only assumed prerequisite. All other concepts required for the stochastic modeling of material microstructures are provided.
This book is ideal for a general scientific and engineering audience needing an in-depth guide to current ideas, methods, and models for the stochastic modeling of microstructures. It is an essential reference for practitioners, researchers, and professionals in material modeling, mechanical engineering, materials science, chemical, civil, environmental engineering and applied mathematics.
|This book presents the language of random field theory and the principles of stochastic geometry in order to give the systematic and concise knowledge necessary for modeling real random heterogeneous media. This book is ideal for a general scientific audience needing an in-depth guide to current ideas, methods and models for the stochastic modeling of microstructures. It is an essential reference for practitioners, researchers and professionals in material modeling, mechanical engineering, materials science, chemical, civil, environmental engineering and applied mathematics.
Preface Introduction Probability and Random Variables: A Short Resume Continuous Random Fields Random Point Fields Statistical Inference Material Media Microstructure: Modeling Issues Physical Phenomena in Random Microstructures: Selected Applications References Author Index Subject Index
"It is the objective of this book to provide the basic principles and results of the theory of random fields (both continuous and discrete) with special emphasis on methods that are important for the modeling of real random material microstructures.... The book may be viewed as a comprehensive introduction to the field of stochastic modeling of material microstructures and will be useful for researchers and professionals in material modeling, engineering and in applied mathematics in general." —Applications of Mathematics
A major challenge in applied mathematics and mechanics of materials is to describe various types of material microstructures. The details of the microstructure of most natural and engineered materials are usually obscure; uncertainty and randomness are the inherent features. This complexity due to material heterogeneity has not been A major challenge in applied mathematics and mechanics of materials is to describe various types of material microstructures. The details of the microstructure of most natural and engineered materials are usually obscure; uncertainty and randomness are the inherent features. This complexity due to material heterogeneity has not been adequately described by current classical models and theories. Stochastic Modeling of Microstructures presents a concise and unified presentation of the basic principles and tools for the modeling of real materials, natural and man-made, that possess complex, random heterogeneity. The book uses the language and methods of random field theory combined with the basic constructs of stochastic geometry and geometrical/spatial statistics in order to give the reader the knowledge necessary to model various types of material microstructures. The application of the theoretical constructs reviewed in the first three chapters to the analysis of empirical data via the tools of statistical inference is also discussed. The final chapters address practical aspects of specific modeling problems. Features- ú First comprehensive introduction to the comparatively new field of stochastic modeling of material microstructures ú Presentation of basic tools required from the diverse subjects of random field theory, stochastic geometry and spatial statistics ú Provides background concepts from probability theory and stochastic processes are provided ú Applications from various fields are discussed, including stochastic wave propagation and the mechanics of
1. Probability and Random Variables: A Short Résumé.- 1.1 Basic Concepts.- 1.2 Some Probability Distributions.- 1.3 Convergence of Sequences of Random Variables.- 1.4 Stochastic Processes.- 2. Continuous Random Fields.- 2.1 Basic Concepts.- 2.2 Homogeneous Random Fields.- 2.3 Isotropic Random Fields.- 2.4 Locally Homogeneous and Isotropic Random Fields.- 2.5 Space-Time Random Fields.- 2.6 Vector-Valued Random Fields.- 2.7 Tensor-Valued Random Fields.- 2.8 Markov Random Fields.- 2.9 Fields Governed by Stochastic Equations.- 3. Random Point Fields.- 3.1 Basic Properties.- 3.2 Poisson Random Fields.- 3.3 Boolean Random Fields.- 3.4 Markov and Gibbs Fields.- 3.5 Random Configurations of Objects.- 3.6 Random Set Patterns.- 4. Statistical Inference.- 4.1 Introductory Remarks.- 4.2 Estimation of Mean and Covariance.- 4.3 Estimation of Spectral Density.- 4.4 Prediction Problems: Kriging.- 4.5 Spatial Sampling Design.- 4.6 Inference for Point Fields.- 4.7 Stereology.- 4.8 Simulation and Remarks.- 5. Material Media Microstructure: Modeling Issues.- 5.1 Basic Characteristics of Microstructure.- 5.2 Averaging Procedures.- 5.3 Homogenization and Smoothing.- 5.4 Random Porous Media.- 5.5 Spatial Randomness in Solid Materials.- 6. Physical Phenomena in Random Microstructures: Selected Applications.- 6.1 Introductory Remarks.- 6.2 Wave Propagation.- 6.3 Pollution Transport in Groundwater.- 6.4 Deformation of Random Elastic Materials.- 6.5 Random Microstructure and Fracture.- 6.6 Other Problems and Remarks.- References.- Author Index.
"It is the objective of this book to provide the basic principles and results of the theory of random fields (both continuous and discrete) with special emphasis on methods that are important for the modeling of real random material microstructures.... The book may be viewed as a comprehensive introduction to the field of stochastic modeling of material microstructures and will be useful for researchers and professionals in material modeling, engineering and in applied mathematics in general." -Applications of Mathematics
Inhaltsverzeichnis
Preface Introduction Probability and Random Variables: A Short Resume Continuous Random Fields Random Point Fields Statistical Inference Material Media Microstructure: Modeling Issues Physical Phenomena in Random Microstructures: Selected Applications References Author Index Subject Index
Klappentext
A major challenge in applied mathematics and mechanics of materials is
to describe various types of material microstructures. The details of
the microstructure of most natural and engineered materials are
usually obscure; uncertainty and randomness are the inherent features.
This complexity due to material heterogeneity has not been A major
challenge in applied mathematics and mechanics of materials is to
describe various types of material microstructures. The details of the
microstructure of most natural and engineered materials are usually
obscure; uncertainty and randomness are the inherent features. This
complexity due to material heterogeneity has not been adequately
described by current classical models and theories. Stochastic
Modeling of Microstructures presents a concise and unified
presentation of the basic principles and tools for the modeling of
real materials, natural and man-made, that possess complex, random
heterogeneity. The book uses the language and methods of random field
theory combined with the basic constructs of stochastic geometry and
geometrical/spatial statistics in order to give the reader the
knowledge necessary to model various types of material
microstructures. The application of the theoretical constructs
reviewed in the first three chapters to the analysis of empirical data
via the tools of statistical inference is also discussed. The final
chapters address practical aspects of specific modeling problems.
Features- ú First comprehensive introduction to the comparatively new
field of stochastic modeling of material microstructures ú
Presentation of basic tools required from the diverse subjects of
random field theory, stochastic geometry and spatial statistics ú
Provides background concepts from probability theory and stochastic
processes are provided ú Applications from various fields are
discussed, including stochastic wave propagation and the mechanics of
This book presents the language of random field theory and the
principles of stochastic geometry in order to give the systematic and
concise knowledge necessary for modeling real random heterogeneous
media. This book is ideal for a general scientific audience needing
an in-depth guide to current ideas, methods and models for the
stochastic modeling of microstructures. It is an essential reference
for practitioners, researchers and professionals in material modeling,
mechanical engineering, materials science, chemical, civil,
environmental engineering and applied mathematics.
