عنوان

Model calibration and parameter estimation :

(Number (ISBN

1493923234

(Number (ISBN

9781493923236

Erroneous ISBN

1493923226

Erroneous ISBN

9781493923229

Number

dltt

Title Proper

Model calibration and parameter estimation :

General Material Designation

[Book]

Other Title Information

for environmental and water resource systems /

First Statement of Responsibility

Ne-Zheng Sun, Alexander Sun

Specific Material Designation and Extent of Item

1 online resource (xxviii, 621 pages) :

Other Physical Details

illustrations (some color)

Text of Note

Includes bibliographical references and index

Text of Note

Introduction -- The Classical Inverse Problem -- The Gauss-Newton Method -- Multiobjective Inversion and Regularization -- Statistical Methods for Parameter Estimation -- Model Differentiation -- Model Dimension Reduction -- Development of Data-Driven Models -- Data Assimilation for Inversion -- Model Uncertainty Quantification -- Optimal Experimental Design -- Goal-Oriented Modeling

0

Text of Note

This three-part book provides a comprehensive and systematic introduction to the development of useful models for complex systems. 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 useful for graduate and upper level undergraduate students majoring in environmental engineering, hydrology, and geosciences. It also serves as an essential reference book for petroleum engineers, mining engineers, chemists, mechanical engineers, ecologists, biomedical engineers, applied mathematicians, and others who perform mathematical modeling

Source for Acquisition/Subscription Address

MIL

Stock Number

809648

Mathematical models.

Hydrogeology.

Math. Applications in Chemistry.

Mathematical Modeling and Industrial Mathematics.

Mathematics.

MAT003000

PBWH

SCI-- 064000

TBJ

TEC-- 029000

TEC009060

Number

Edition

Class number

Sun, Ne-Zheng

Sun, Alexander

Ohio Library and Information Network.

Date of Transaction

20201222093654.6

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

270410

Y