Statistical methods of geophysical data processing / (Record no. 730344)

MARC details
000 -LEADER
fixed length control field 08520cam a2200673 a 4500
001 - CONTROL NUMBER
control field ocn671656112
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20241002153409.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu---unuuu
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 101025s2010 si a obs 001 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency N$T
Language of cataloging eng
Description conventions pn
Transcribing agency N$T
Modifying agency YDXCP
-- E7B
-- OCLCQ
-- EBLCP
-- OCLCQ
-- UIU
-- OCLCO
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015 ## - NATIONAL BIBLIOGRAPHY NUMBER
National bibliography number GBA9C3770
Source bnb
016 7# - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER
Record control number 015443596
Source Uk
019 ## -
-- 1055406221
-- 1058487620
-- 1062926928
-- 1081239598
-- 1228569550
-- 1412552431
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789814293754
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 981429375X
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9789814293747
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9814293741
024 ## - OTHER STANDARD IDENTIFIER
Standard number or code 99938641126
035 ## - SYSTEM CONTROL NUMBER
System control number 340727
-- (N$T)
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)671656112
Canceled/invalid control number (OCoLC)1055406221
-- (OCoLC)1058487620
-- (OCoLC)1062926928
-- (OCoLC)1081239598
-- (OCoLC)1228569550
-- (OCoLC)1412552431
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QC808.6
Item number .T76 2010eb
072 #7 - SUBJECT CATEGORY CODE
Subject category code SCI
Subject category code subdivision 019000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code SCI
Subject category code subdivision 032000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 550.15195
Edition number 22
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Troi︠a︡n, V. N.
Fuller form of name (Vladimir Nikolaevich)
9 (RLIN) 1039316
245 10 - TITLE STATEMENT
Title Statistical methods of geophysical data processing /
Statement of responsibility, etc. Vladimir Troyan, Yurii Kiselev.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc. Singapore ;
-- Hackensack, NJ ;
-- London :
Name of publisher, distributor, etc. World Scientific,
Date of publication, distribution, etc. ©2010.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (xvii, 436 pages) :
Other physical details illustrations
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (pages 427-432) and index.
588 0# - SOURCE OF DESCRIPTION NOTE
Source of description note Print version record.
520 ## - SUMMARY, ETC.
Summary, etc. This textbook contains a consideration of the wide field of problems connected with statistical methods of processing of observed data, with the main examples and considered models related to geophysics and seismic exploration. This textbook will be particularly helpful to students and professionals from various fields of physics, connected with an estimation of the parameters of the physical objects by experimental data. The reader can also find many important topics, which are the basis for statistical methods of estimation and inverse problem solutions.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Basic concepts of the probability theory. 1.1. The definition of probability. 1.2. Basic properties of probability. 1.3. Distribution functions. 1.4. The numerical characteristics of probability distributions. 1.5. Characteristic and generating functions. 1.6. The limit theorems. 1.7. Discrete distribution functions. 1.8. Continuous distributions. 1.9. Information and entropy. 1.10. Random functions and its properties -- 2. Elements of mathematical statistics. 2.1. The basic concepts of the decision theory. 2.2. Estimate properties -- 3. Models of measurement data. 3.1. Additive model. 3.2. Models of the quantitative interpretation. 3.3. Regression model. 3.4. The models of qualitative interpretation. 3.5. The models of qualitative-quantitative interpretation. 3.6. Random components of model and its properties. 3.7. Model with random parameters. 3.8. A priori information -- 4. The functional relationships of sounding signal fields and parameters of the medium. 4.1. Seismology and seismic prospecting. 4.2. Acoustics of the ocean. 4.3. Wave electromagnetic fields in geoelectrics and ionospheric sounding. 4.4. Atmospheric sounding -- 5. Ray theory of wave field propagation. 5.1. Basis of the Ray theory. 5.2. Ray method for the scalar wave equation. 5.3. Shortwave asymptotic form of the solution of the one-dimensional Helmholtz equation (WKB approximation). 5.4. The elements of elastic wave Ray theory. 5.5. The Ray description of almost-stratified medium. 5.6. Surface wave in vertically inhomogeneous medium. 5.7. Ray approximation of electromagnetic fields. 5.8. Statement of problem of the Ray kinematic tomography -- 6. Methods for parameter estimation of geophysical objects. 6.1. The method of moments. 6.2. Maximum likelihood method. 6.3. The Newton-Le Cam method. 6.4. The least squares method. 6.5. LSM -- nonlinear model. 6.6. LSM -- orthogonal polynomials (Chebyshev polynomials). 6.7. LSM -- case of linear constraints. 6.8. Linear estimation -- case of nonstationary model. 6.9. Bayes' criterion and method of statistical regularization. 6.10. Method of maximum a posteriori probability. 6.11. The recursion algorithm of MAP. 6.12. Singular analysis and least squares method. 6.13. The method of least modulus. 6.14. Robust methods of estimation. 6.15. Interval estimation. 6.16. The method of Backus and Gilbert of the linear inverse problem solution. 6.17. Genetic algorithm -- 7. Statistical criteria for choice of model. 7.1. Test of parametric hypothesis. 7.2. Criterion of a posteriori probability ratio. 7.3. The signal resolution problem. 7.4. Information criterion for the choice of the model. 7.5. The method of the separation of interfering signals -- 8. Algorithms of approximation of geophysical data. 8.1. The algorithm of univariate approximation by cubic splines. 8.2. Periodic and parametric spline functions. 8.3. Application of the spline functions for histogram smoothing. 8.4. Algorithms for approximation of seismic horizon subject to borehole observations. 8.5. Algorithm of approximation of formation velocity with the use of areal observations with borehole data -- 9. Elements of applied functional analysis for problem of estimation of the parameters of geophysical objects. 9.1. Elements of applied functional analysis. 9.2. Ill-posed problems. 9.3. Statistical estimation in the terms of the functional analysis. 9.4. Elements of the mathematical design of experiment -- 10. Construction and interpretation of tomographic functionals. 10.1. Construction of the model of measurements. 10.2. Tomographic functional. 10.3. Examples of construction and interpretation of tomographic functionals. 10.4. Ray tomographic functional in the dynamic and kinematic interpretation of the remote sounding data. 10.5. Construction of incident and reversed wave fields in layered reference medium -- 11. Tomography methods of recovering the image of medium. 11.1. Elements of linear tomography. 11.2. Connection of radon inversion with diffraction tomography. 11.3. Construction of algorithms of reconstruction tomography. 11.4. Errors of recovery, resolving length and backus and Gilbert method. 11.5. Back projection in diffraction tomography. 11.6. Regularization problems in 3-D ray tomography. 11.7. Construction of green function for some type of sounding signals. 11.8. Examples of the recovery of the local inhomogeneity parameters by the diffraction tomography method -- 12. Methods of transforms and analysis of the geophysical data. 12.1. Fourier transform. 12.2. Laplace transform. 12.3. Z-transform. 12.4. Radon transform for seismogram processing. 12.5. Gilbert transform and analytical signal. 12.6. Cepstral transform. 12.7. Bispectral analysis. 12.8. Kalman filtering. 12.9. Multifactor analysis and processing of time series. 12.10. Weiner filter. 12.11. Predictive-error filter and maximum entropy principle.
590 ## - LOCAL NOTE (RLIN)
Local note Added to collection customer.56279.3
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Geophysics
General subdivision Data processing.
9 (RLIN) 210071
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Geophysics
Form subdivision Statistics.
9 (RLIN) 550816
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Géophysique
General subdivision Informatique.
9 (RLIN) 444150
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Géophysique
Form subdivision Statistiques.
9 (RLIN) 1039317
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element SCIENCE
General subdivision Earth Sciences
-- General.
Source of heading or term bisacsh
9 (RLIN) 99610
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element SCIENCE
General subdivision Physics
-- Geophysics.
Source of heading or term bisacsh
9 (RLIN) 99611
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Geophysics
Source of heading or term fast
9 (RLIN) 8181
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Geophysics
General subdivision Data processing
Source of heading or term fast
9 (RLIN) 210071
655 #7 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Statistics
Source of term fast
9 (RLIN) 108458
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Kiselev, I︠U︡. V.
Fuller form of name (I︠U︡riĭ Vasilʹevich)
9 (RLIN) 1039318
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Troi︠a︡n, V.N. (Vladimir Nikolaevich).
Title Statistical methods of geophysical data processing.
Place, publisher, and date of publication Singapore ; Hackensack, NJ ; London : World Scientific, ©2010
International Standard Book Number 9789814293747
Record control number (OCoLC)477298163
856 40 - ELECTRONIC LOCATION AND ACCESS
Materials specified EBSCOhost
Uniform Resource Identifier <a href="https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=340727">https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=340727</a>
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