Office of Academic Resources
Chulalongkorn University
Chulalongkorn University

Home / Help

AuthorSobczyk, Kazimierz. author
TitleStochastic Modeling of Microstructures [electronic resource] / by Kazimierz Sobczyk, David J. Kirkner
ImprintBoston, MA : Birkhรคuser Boston : Imprint: Birkhรคuser, 2001
Connect tohttp://dx.doi.org/10.1007/978-1-4612-0121-2
Descript IX, 270 p. online resource

SUMMARY

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- รบ First comprehensive introduction to the comparatively new field of stochastic modeling of material microstructures รบ Presentation of basic tools required from the diverse subjects of random field theory, stochastic geometry and spatial statistics รบ Provides background concepts from probability theory and stochastic processes are provided รบ Applications from various fields are discussed, including stochastic wave propagation and the mechanics of


CONTENT

1. Probability and Random Variables: A Short Rรฉsumรฉ -- 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


Mathematics Computer simulation Probabilities Statistics Buildings -- Design and construction Building Construction Engineering Architectural Mathematics Probability Theory and Stochastic Processes Simulation and Modeling Statistical Theory and Methods Building Construction



Location



Office of Academic Resources, Chulalongkorn University, Phayathai Rd. Pathumwan Bangkok 10330 Thailand

Contact Us

Tel. 0-2218-2929,
0-2218-2927 (Library Service)
0-2218-2903 (Administrative Division)
Fax. 0-2215-3617, 0-2218-2907

Social Network

  line

facebook   instragram