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Global Optimization Methods in Geophysical Inversion

✍ Scribed by Mrinal Sen and Paul L. Stoffa (Eds.)


Publisher
Elsevier, Academic Press
Year
1995
Tongue
English
Leaves
294
Series
Advances in Exploration Geophysics 4
Category
Library

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✦ Synopsis


One of the major goals of geophysical inversion is to find earth models that explain the geophysical observations. Thus the branch of mathematics known as optimization has found significant use in many geophysical applications.Both local and global optimization methods are used in the estimation of material properties from geophysical data. As the title of the book suggests, the aim of this book is to describe the application of several recently developed global optimization methods to geophysical problems. β€’ The well known linear and gradient based optimization methods have been summarized in order to explain their advantages and limitationsβ€’ The theory of simulated annealing and genetic algorithms have been described in sufficient detail for the readers to understand the underlying fundamental principles upon which these algorithms are basedβ€’ The algorithms have been described using simple flow charts (the algorithms are general and can be applied to a wide variety of problemsStudents, researchers and practitioners will be able to design practical algorithms to solve their specific geophysical inversion problems. The book is virtually self-contained so that there are no prerequisites, except for a fundamental mathematical background that includes a basic understanding of linear algebra and calculus.

✦ Table of Contents


Content:
Preface
Pages v-vii
Mrinal K. Sen, Paul L. Stoffa

Chapter 1 Preliminary statistics Original Research Article
Pages 1-26

Chapter 2 Direct, linear and iterative-linear inverse methods Original Research Article
Pages 27-66

Chapter 3 Monte carlo methods Original Research Article
Pages 67-77

Chapter 4 Simulated annealing methods Original Research Article
Pages 79-124

Chapter 5 Genetic algorithms Original Research Article
Pages 125-158

Chapter 6 Geophysical applications of SA and GA Original Research Article
Pages 159-244

Chapter 7 Uncertainty estimation Original Research Article
Pages 245-268

References
Pages 269-277

Subject index
Pages 279-281


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