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By Ne-Zheng Sun,Alexander Sun

This three-part publication presents a entire and systematic creation to those tough subject matters corresponding to version calibration, parameter estimation, reliability review, and knowledge assortment layout. half 1 covers the classical inverse challenge for parameter estimation in either deterministic and statistical frameworks, half 2 is devoted to method id, hyperparameter estimation, and version measurement relief, and half three considers how you can gather facts and build trustworthy versions for prediction and decision-making.

For the 1st time, subject matters comparable to multiscale inversion, stochastic box parameterization, point set approach, computer studying, worldwide sensitivity research, info assimilation, version uncertainty quantification, powerful layout, and goal-oriented modeling, are systematically defined and summarized in one publication from the point of view of version inversion, and elucidated with numerical examples from environmental and water assets modeling. Readers of this e-book won't merely examine uncomplicated strategies and strategies for easy parameter estimation, but additionally get acquainted with complicated equipment for modeling advanced structures. Algorithms for mathematical instruments utilized in this e-book, akin to numerical optimization, computerized differentiation, adaptive parameterization, hierarchical Bayesian, metamodeling, Markov chain Monte Carlo, are coated in information.

This e-book can be utilized as a reference for graduate and top point undergraduate scholars majoring in environmental engineering, hydrology, and geosciences. It additionally serves as an important reference booklet for execs reminiscent of petroleum engineers, mining engineers, chemists, mechanical engineers, biologists, biology and scientific engineering, utilized mathematicians, and others who practice mathematical modeling.

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Model Calibration and Parameter Estimation: For Environmental and Water Resource Systems by Ne-Zheng Sun,Alexander Sun

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