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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Mathematik Wahrscheinlichkeitstheorie & Statistik Model Calibration and Parameter Estimation
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Model Calibration and Parameter Estimation
Ne-Zheng Sun, Alexander Sun (Gebundene Ausgabe, Englisch)
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Beschreibung
This three-part book provides a comprehensive and systematic introduction to these challenging topics such as model calibration, parameter estimation, reliability assessment, and data collection design. Part 1 covers the classical inverse problem for parameter estimation in both deterministic and statistical frameworks, Part 2 is dedicated to system identification, hyperparameter estimation, and… model dimension reduction, and Part 3 considers how to collect data and construct reliable models for prediction and decision-making. For the first time, topics such as multiscale inversion, stochastic field parameterization, level set method, machine learning, global sensitivity analysis, data assimilation, model uncertainty quantification, robust design, and goal-oriented modeling, are systematically described and summarized in a single book from the perspective of model inversion, and elucidated with numerical examples from environmental and water resources modeling. Readers of this book will not only learn basic concepts and methods for simple parameter estimation, but also get familiar with advanced methods for modeling complex systems. Algorithms for mathematical tools used in this book, such as numerical optimization, automatic differentiation, adaptive parameterization, hierarchical Bayesian, metamodeling, Markov chain Monte Carlo, are covered in details. This book can be used as a reference for graduate and upper level undergraduate students majoring in environmental engineering, hydrology, and geosciences. It also serves as an essential reference book for professionals such as petroleum engineers, mining engineers, chemists, mechanical engineers, biologists, biology and medical engineering, applied mathematicians, and others who perform mathematical modeling. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
02.07.2015
Sprache
Englisch
EAN
9781493923229
Herausgeber
Springer US
Sonderedition
Nein
Autor
Ne-Zheng Sun, Alexander Sun
Seitenanzahl
621
Einbandart
Gebundene Ausgabe
Buch Untertitel
For Environmental and Water Resource Systems
Autorenporträt
Ne-Zheng Sun, Adjunct Professor, Civil & Environmental Engineering Department, University of California at Los Angles, USA Alexander Y. Sun, Research Scientist, Bureau of Economic Geology, Jackson School of Geosciences, University of Texas at Austin, USA
Schlagwörter
Forward Problems, Inverse Problems, Mathematical Modeling, Model Calibration and Parameter Estimation, Singluar Vector Decomposition, hydrogeology
Thema-Inhalt
PBWH - Mathematische Modellierung
TBJ - Mathematik für Ingenieure
RBG - Geologie und die Lithosphäre
PNRP - Quanten- und theoretische Chemie
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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