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Sobczyk / Kirkner

Stochastic Modeling of Microstructures

Medium: Buch
ISBN: 978-1-4612-6622-8
Verlag: Birkhäuser Boston
Erscheinungstermin: 23.10.2012
Lieferfrist: bis zu 10 Tage

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


Produkteigenschaften


  • Artikelnummer: 9781461266228
  • Medium: Buch
  • ISBN: 978-1-4612-6622-8
  • Verlag: Birkhäuser Boston
  • Erscheinungstermin: 23.10.2012
  • Sprache(n): Englisch
  • Auflage: Softcover Nachdruck of the original 1. Auflage 2001
  • Serie: Modeling and Simulation in Science, Engineering and Technology
  • Produktform: Kartoniert
  • Gewicht: 435 g
  • Seiten: 270
  • Format (B x H x T): 155 x 235 x 16 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

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.