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As computer-assisted modeling and analysis of physical processes have continued to grow and diversify, sensitivity and uncertainty analyses have become indispensable scientific tools. Sensitivity and Uncertainty Analysis. Volume I: Theory focused on the mathematical underpinnings of two important methods for such analyses: the Adjoint Sensitivity Analysis Procedure and the Global Adjoint Sensitivity Analysis Procedure. This volume concentrates on the practical aspects of performing these analyses for large-scale systems. The applications addressed include two-phase flow problems, a radiative convective model for climate simulations, and large-scale models for numerical weather prediction.
This volume investigates the practical implementation of sensitivity and uncertainty analysis methodologies when applied to complex, large-scale computational models. The authors, Dan G. Cacuci, Ionel Michael Navon, and Mihaela Ionescu-Bujor, leverage their extensive expertise in mathematical modeling to bridge the gap between theoretical frameworks and real-world computational challenges. By focusing on high-dimensional systems, the text provides a rigorous approach to quantifying how input uncertainties propagate through large-scale simulations.
What You Will Find
Experts recognize this work as a vital companion to the theoretical foundations established in the first volume, specifically for researchers in climate science and fluid dynamics. Readers frequently note the high level of mathematical rigor required to fully utilize the procedures detailed within the text.
Page Count:
368
Publication Date:
2005-01-01
Publisher:
CRC Press
ISBN-10:
020348357X
ISBN-13:
9780203483572
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