Hydrology

Ne-Zheng Sun,Alexander Sun's Model Calibration and Parameter Estimation: For PDF

By Ne-Zheng Sun,Alexander Sun

ISBN-10: 1493923226

ISBN-13: 9781493923229

This three-part e-book presents a finished and systematic creation to those demanding issues corresponding to version calibration, parameter estimation, reliability overview, 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 approach id, hyperparameter estimation, and version size aid, and half three considers the way to gather information and build trustworthy types for prediction and decision-making.

For the 1st time, issues reminiscent of multiscale inversion, stochastic box parameterization, point set strategy, desktop studying, worldwide sensitivity research, info assimilation, version uncertainty quantification, powerful layout, and goal-oriented modeling, are systematically defined and summarized in one ebook from the viewpoint of version inversion, and elucidated with numerical examples from environmental and water assets modeling. Readers of this publication won't purely research easy techniques and techniques for easy parameter estimation, but in addition get acquainted with complicated tools for modeling advanced platforms. Algorithms for mathematical instruments utilized in this booklet, corresponding to numerical optimization, computerized differentiation, adaptive parameterization, hierarchical Bayesian, metamodeling, Markov chain Monte Carlo, are lined in info.

This booklet can be utilized as a reference for graduate and higher point undergraduate scholars majoring in environmental engineering, hydrology, and geosciences. It additionally serves as a vital reference ebook for pros comparable to petroleum engineers, mining engineers, chemists, mechanical engineers, biologists, biology and scientific engineering, utilized mathematicians, and others who practice mathematical modeling.

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Download e-book for iPad: Model Calibration and Parameter Estimation: For by Ne-Zheng Sun,Alexander Sun

This three-part ebook offers a complete and systematic advent to those hard subject matters akin to version calibration, parameter estimation, reliability overview, and information assortment layout. half 1 covers the classical inverse challenge for parameter estimation in either deterministic and statistical frameworks, half 2 is devoted to approach identity, hyperparameter estimation, and version size relief, and half three considers how one can acquire facts and build trustworthy types for prediction and decision-making.

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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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