Parameter estimation and inverse problems:
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Waltham, MA
Academic Press
c2013
|
Ausgabe: | 2nd ed. , Richard C. Aster, Brian Borchers, Clifford H. Thurber |
Schlagworte: | |
Online-Zugang: | Volltext |
Beschreibung: | Parameter Estimation and Inverse Problems, 2e provides geoscience students and professionals with answers to common questions like how one can derive a physical model from a finite set of observations containing errors, and how one may determine the quality of such a model. This book takes on these fundamental and challenging problems, introducing students and professionals to the broad range of approaches that lie in the realm of inverse theory. The authors present both the underlying theory and practical algorithms for solving inverse problems. The authors' treatment is appropriate for geoscience graduate students and advanced undergraduates with a basic working knowledge of calculus, linear algebra, and statistics. Parameter Estimation and Inverse Problems, 2e introduces readers to both Classical and Bayesian approaches to linear and nonlinear problems with particular attention paid to computational, mathematical, and statistical issues related to their application to geophysical problems. The textbook includes Appendices covering essential linear algebra, statistics, and notation in the context of the subject. A companion website features computational examples (including all examples contained in the textbook) and useful subroutines using MATLAB. Includes appendices for review of needed concepts in linear, statistics, and vector calculus. Companion website contains comprehensive MATLAB code for all examples, which readers can reproduce, experiment with, and modify. Online instructor's guide helps professors teach, customize exercises, and select homework problems Accessible to students and professionals without a highly specialized mathematical background Includes bibliographical references and index |
Beschreibung: | 1 Online-Ressource (x, 360 pages) |
ISBN: | 0123850487 9780123850485 |
Internformat
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500 | |a Parameter Estimation and Inverse Problems, 2e provides geoscience students and professionals with answers to common questions like how one can derive a physical model from a finite set of observations containing errors, and how one may determine the quality of such a model. This book takes on these fundamental and challenging problems, introducing students and professionals to the broad range of approaches that lie in the realm of inverse theory. The authors present both the underlying theory and practical algorithms for solving inverse problems. The authors' treatment is appropriate for geoscience graduate students and advanced undergraduates with a basic working knowledge of calculus, linear algebra, and statistics. Parameter Estimation and Inverse Problems, 2e introduces readers to both Classical and Bayesian approaches to linear and nonlinear problems with particular attention paid to computational, mathematical, and statistical issues related to their application to geophysical problems. The textbook includes Appendices covering essential linear algebra, statistics, and notation in the context of the subject. A companion website features computational examples (including all examples contained in the textbook) and useful subroutines using MATLAB. Includes appendices for review of needed concepts in linear, statistics, and vector calculus. Companion website contains comprehensive MATLAB code for all examples, which readers can reproduce, experiment with, and modify. Online instructor's guide helps professors teach, customize exercises, and select homework problems Accessible to students and professionals without a highly specialized mathematical background | ||
500 | |a Includes bibliographical references and index | ||
650 | 7 | |a Inverse problems (Differential equations) |2 fast | |
650 | 7 | |a Inversion (Geophysics) |2 fast | |
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Datensatz im Suchindex
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---|---|
any_adam_object | |
author | Aster, Richard C. |
author_facet | Aster, Richard C. |
author_role | aut |
author_sort | Aster, Richard C. |
author_variant | r c a rc rca |
building | Verbundindex |
bvnumber | BV042308379 |
classification_rvk | RB 10103 |
collection | ZDB-33-ESD ZDB-33-EBS |
ctrlnum | (OCoLC)776639275 (DE-599)BVBBV042308379 |
dewey-full | 515/.357 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 515 - Analysis |
dewey-raw | 515/.357 |
dewey-search | 515/.357 |
dewey-sort | 3515 3357 |
dewey-tens | 510 - Mathematics |
discipline | Mathematik Geographie |
edition | 2nd ed. , Richard C. Aster, Brian Borchers, Clifford H. Thurber |
format | Electronic eBook |
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id | DE-604.BV042308379 |
illustrated | Not Illustrated |
indexdate | 2024-07-10T01:17:58Z |
institution | BVB |
isbn | 0123850487 9780123850485 |
language | English |
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spelling | Aster, Richard C. Verfasser aut Parameter estimation and inverse problems 2nd ed. , Richard C. Aster, Brian Borchers, Clifford H. Thurber Waltham, MA Academic Press c2013 1 Online-Ressource (x, 360 pages) txt rdacontent c rdamedia cr rdacarrier Parameter Estimation and Inverse Problems, 2e provides geoscience students and professionals with answers to common questions like how one can derive a physical model from a finite set of observations containing errors, and how one may determine the quality of such a model. This book takes on these fundamental and challenging problems, introducing students and professionals to the broad range of approaches that lie in the realm of inverse theory. The authors present both the underlying theory and practical algorithms for solving inverse problems. The authors' treatment is appropriate for geoscience graduate students and advanced undergraduates with a basic working knowledge of calculus, linear algebra, and statistics. Parameter Estimation and Inverse Problems, 2e introduces readers to both Classical and Bayesian approaches to linear and nonlinear problems with particular attention paid to computational, mathematical, and statistical issues related to their application to geophysical problems. The textbook includes Appendices covering essential linear algebra, statistics, and notation in the context of the subject. A companion website features computational examples (including all examples contained in the textbook) and useful subroutines using MATLAB. Includes appendices for review of needed concepts in linear, statistics, and vector calculus. Companion website contains comprehensive MATLAB code for all examples, which readers can reproduce, experiment with, and modify. Online instructor's guide helps professors teach, customize exercises, and select homework problems Accessible to students and professionals without a highly specialized mathematical background Includes bibliographical references and index Inverse problems (Differential equations) fast Inversion (Geophysics) fast Mathematical models fast Parameter estimation fast Mathematisches Modell Parameter estimation Inverse problems (Differential equations) Inversion (Geophysics) Mathematical models Parameterschätzung (DE-588)4044614-1 gnd rswk-swf Inverses Problem (DE-588)4125161-1 gnd rswk-swf Inversion Geologie (DE-588)4393651-9 gnd rswk-swf Geophysik (DE-588)4020252-5 gnd rswk-swf Inverse Methode (DE-588)4162226-1 gnd rswk-swf Parameterschätzung (DE-588)4044614-1 s Inverses Problem (DE-588)4125161-1 s Inversion Geologie (DE-588)4393651-9 s 1\p DE-604 Geophysik (DE-588)4020252-5 s Inverse Methode (DE-588)4162226-1 s 2\p DE-604 Borchers, Brian Sonstige oth Thurber, Clifford H. Sonstige oth Erscheint auch als Druck-Ausgabe, Hardcover 978-0-12-385048-5 http://www.sciencedirect.com/science/book/9780123850485 Verlag Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Aster, Richard C. Parameter estimation and inverse problems Inverse problems (Differential equations) fast Inversion (Geophysics) fast Mathematical models fast Parameter estimation fast Mathematisches Modell Parameter estimation Inverse problems (Differential equations) Inversion (Geophysics) Mathematical models Parameterschätzung (DE-588)4044614-1 gnd Inverses Problem (DE-588)4125161-1 gnd Inversion Geologie (DE-588)4393651-9 gnd Geophysik (DE-588)4020252-5 gnd Inverse Methode (DE-588)4162226-1 gnd |
subject_GND | (DE-588)4044614-1 (DE-588)4125161-1 (DE-588)4393651-9 (DE-588)4020252-5 (DE-588)4162226-1 |
title | Parameter estimation and inverse problems |
title_auth | Parameter estimation and inverse problems |
title_exact_search | Parameter estimation and inverse problems |
title_full | Parameter estimation and inverse problems |
title_fullStr | Parameter estimation and inverse problems |
title_full_unstemmed | Parameter estimation and inverse problems |
title_short | Parameter estimation and inverse problems |
title_sort | parameter estimation and inverse problems |
topic | Inverse problems (Differential equations) fast Inversion (Geophysics) fast Mathematical models fast Parameter estimation fast Mathematisches Modell Parameter estimation Inverse problems (Differential equations) Inversion (Geophysics) Mathematical models Parameterschätzung (DE-588)4044614-1 gnd Inverses Problem (DE-588)4125161-1 gnd Inversion Geologie (DE-588)4393651-9 gnd Geophysik (DE-588)4020252-5 gnd Inverse Methode (DE-588)4162226-1 gnd |
topic_facet | Inverse problems (Differential equations) Inversion (Geophysics) Mathematical models Parameter estimation Mathematisches Modell Parameterschätzung Inverses Problem Inversion Geologie Geophysik Inverse Methode |
url | http://www.sciencedirect.com/science/book/9780123850485 |
work_keys_str_mv | AT asterrichardc parameterestimationandinverseproblems AT borchersbrian parameterestimationandinverseproblems AT thurbercliffordh parameterestimationandinverseproblems |