Download EBOOK Large-Scale Inverse Problems and Quantification of Uncertainty PDF for free


Download EBOOK Large-Scale Inverse Problems and Quantification of Uncertainty PDF for free Category: Science & Geography
The author of the book: Lorenz T. Biegler
Format files: PDF, EPUB, TXT, DOCX
The size of the: 25.69 MB
Language: English
ISBN-13: 9780470697436
Edition: Wiley-Blackwell (an imprint of John Wiley & Sons Ltd)
Date of issue: 11 January 2011

Description of the book "Large-Scale Inverse Problems and Quantification of Uncertainty":

This book focuses on computational methods for large-scalestatistical inverse problems and provides an introduction tostatistical Bayesian and frequentist methodologies. Recent researchadvances for approximation methods are discussed, along with Kalmanfiltering methods and optimization-based approaches to solvinginverse problems. The aim is to cross-fertilize the perspectives ofresearchers in the areas of data assimilation, statistics,large-scale optimization, applied and computational mathematics,high performance computing, and cutting-edge applications. The solution to large-scale inverse problems critically dependson methods to reduce computational cost. Recent research approachestackle this challenge in a variety of different ways. Many of thecomputational frameworks highlighted in this book build PDF uponstate-of-the-art methods for simulation of the forward problem,such as, fast Partial Differential Equation (PDE) solvers,reduced-order models and emulators of the forward problem,stochastic spectral approximations, and ensemble-basedapproximations, as well as exploiting the machinery for large-scaledeterministic optimization through adjoint and other sensitivityanalysis methods. Key Features: Brings together the perspectives of researchers in areasof inverse problems and data assimilation. Assesses the current state-of-the-art and identify needsand opportunities for future research. Focuses on the computational methods used to analyze andsimulate inverse problems. Written by leading experts of inverse problems anduncertainty ePub quantification. Graduate students and researchers working in statistics,mathematics and engineering will benefit from this book.

Download EBOOK Large-Scale Inverse Problems and Quantification of Uncertainty PDF for free


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Lorenz T. Biegler

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Download EBOOK Large-Scale Inverse Problems and Quantification of Uncertainty PDF for free



Download EBOOK Large-Scale Inverse Problems and Quantification of Uncertainty for free

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