عنوان

Model calibration and parameter estimation :

شابک

1493923234

شابک

9781493923236

شابک اشتباه

1493923226

شابک اشتباه

9781493923229

شماره

dltt

عنوان اصلي

Model calibration and parameter estimation :

نام عام مواد

[Book]

ساير اطلاعات عنواني

for environmental and water resource systems /

نام نخستين پديدآور

Ne-Zheng Sun, Alexander Sun

نام خاص و کميت اثر

1 online resource (xxviii, 621 pages) :

ساير جزييات

illustrations (some color)

متن يادداشت

Includes bibliographical references and index

متن يادداشت

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

بدون عنوان

0

متن يادداشت

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

منبع سفارش / آدرس اشتراک

MIL

شماره انبار

809648

موضوع مستند نشده

Mathematical models.

موضوع مستند نشده

Hydrogeology.

موضوع مستند نشده

Math. Applications in Chemistry.

موضوع مستند نشده

Mathematical Modeling and Industrial Mathematics.

موضوع مستند نشده

Mathematics.

موضوع مستند نشده

MAT003000

موضوع مستند نشده

PBWH

موضوع مستند نشده

SCI-- 064000

موضوع مستند نشده

TBJ

موضوع مستند نشده

TEC-- 029000

موضوع مستند نشده

TEC009060

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Sun, Ne-Zheng

مستند نام اشخاص تاييد نشده

Sun, Alexander

مستند نام تنالگان تاييد نشده

Ohio Library and Information Network.

تاريخ عمليات

20201222093654.6

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

کد کاربرگه

270410

تكميل شده

Y