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Model Calibration and Parameter Estimation: For Environmental and Water Resource Systems
Sun, Ne-Zheng; Sun, Alexander
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Description for Model Calibration and Parameter Estimation: For Environmental and Water Resource Systems
hardcover. Model Calibration and Parameter Estimation Num Pages: 649 pages, 16 black & white illustrations, 107 colour illustrations, 20 black & white tables, biogra. BIC Classification: PBWH; PDE; RBK. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 35. Weight in Grams: 1136.
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 ... Read more
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 ... Read more
Product Details
Format
Hardback
Publication date
2015
Publisher
Springer United States
Number of pages
649
Condition
New
Number of Pages
621
Place of Publication
New York, United States
ISBN
9781493923229
SKU
V9781493923229
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15
About Sun, Ne-Zheng; Sun, Alexander
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
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