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Global Optimization Methods in Geophysical Inversion

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Release : 2013-02-21
Genre : Mathematics
Kind : eBook
Book Rating : 906/5 ( reviews)

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Book Synopsis Global Optimization Methods in Geophysical Inversion by : Mrinal K. Sen

Download or read book Global Optimization Methods in Geophysical Inversion written by Mrinal K. Sen. This book was released on 2013-02-21. Available in PDF, EPUB and Kindle. Book excerpt: An up-to-date overview of global optimization methods used to formulate and interpret geophysical observations, for researchers, graduate students and professionals.

Global Optimization Methods in Geophysical Inversion

Download Global Optimization Methods in Geophysical Inversion PDF Online Free

Author :
Release : 1995-07-24
Genre : Science
Kind : eBook
Book Rating : 56X/5 ( reviews)

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Book Synopsis Global Optimization Methods in Geophysical Inversion by : M.K. Sen

Download or read book Global Optimization Methods in Geophysical Inversion written by M.K. Sen. This book was released on 1995-07-24. Available in PDF, EPUB and Kindle. Book excerpt: 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. • The well known linear and gradient based optimization methods have been summarized in order to explain their advantages and limitations• 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 based• 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.

Global Optimization Methods in Geophysical Inversion

Download Global Optimization Methods in Geophysical Inversion PDF Online Free

Author :
Release : 1995-07-24
Genre : Mathematics
Kind : eBook
Book Rating : /5 ( reviews)

GET EBOOK


Book Synopsis Global Optimization Methods in Geophysical Inversion by : M.K. Sen

Download or read book Global Optimization Methods in Geophysical Inversion written by M.K. Sen. This book was released on 1995-07-24. Available in PDF, EPUB and Kindle. Book excerpt: Preliminary statistics -- Direct, linear and iterative-linear inverse methods -- Monte Carlo methods -- Simulated annealing methods -- Genetic algorithms -- Geophysical applications of SA and GA -- Uncertainty estimation.

Global Optimization Methods in Geophysical Inversion

Download Global Optimization Methods in Geophysical Inversion PDF Online Free

Author :
Release : 2013-02-21
Genre : Science
Kind : eBook
Book Rating : 519/5 ( reviews)

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Book Synopsis Global Optimization Methods in Geophysical Inversion by : Mrinal K. Sen

Download or read book Global Optimization Methods in Geophysical Inversion written by Mrinal K. Sen. This book was released on 2013-02-21. Available in PDF, EPUB and Kindle. Book excerpt: Providing an up-to-date overview of the most popular global optimization methods used in interpreting geophysical observations, this new edition includes a detailed description of the theoretical development underlying each method and a thorough explanation of the design, implementation and limitations of algorithms. New and expanded chapters provide details of recently developed methods, such as the neighborhood algorithm, particle swarm optimization, hybrid Monte Carlo and multi-chain MCMC methods. Other chapters include new examples of applications, from uncertainty in climate modeling to whole Earth studies. Several different examples of geophysical inversion, including joint inversion of disparate geophysical datasets, are provided to help readers design algorithms for their own applications. This is an authoritative and valuable text for researchers and graduate students in geophysics, inverse theory and exploration geoscience, and an important resource for professionals working in engineering and petroleum exploration.

Geophysical Inversion Theory and Global Optimization Methods

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Author :
Release : 2018-04-01
Genre : Science
Kind : eBook
Book Rating : 263/5 ( reviews)

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Book Synopsis Geophysical Inversion Theory and Global Optimization Methods by : Caiyun Liu

Download or read book Geophysical Inversion Theory and Global Optimization Methods written by Caiyun Liu. This book was released on 2018-04-01. Available in PDF, EPUB and Kindle. Book excerpt: Geophysical inversion is an ill-posed problem. Classical local search method for inversion is depend on initial guess and easy to be trapped in local optimum. The global optimization is a group of novel methods to deal with the problems mentioned above. The book introduces the geophysical inversion theory, including the classical solving approaches firstly. Then, it introduces several typical global inversion approaches including particle swarm optimization (PSO), differential evolution (DE), and multiobjective optimization methods, as well as some examples to inverse the geophysical data, such as gravity, MT sounding, well logging, self-potential, seismic data, using these global optimization approaches.

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