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The nth-Order Comprehensive Adjoint Sensitivity Analysis Methodology, Volume II: Overcoming the Curse of Dimensionality: Large-Scale Application (The ... Adjoint Sensitivity Analysis Methodology, 2) free ebook download

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Author(s):	Dan Gabriel Cacuci

Date:	2021	Format:	pdf	Language:	English	ISBN/ASIN:	3031196341
Pages:	479	OCR:		Quality:		ISBN13:
Uploader:	alex21s	Upload Date:	6/26/2023 11:51:53 AM

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This text describes a comprehensive adjoint sensitivity analysis methodology (nth-CASAM), developed by the author, which enablesthe efficient and exact computation of arbitrarily high-order functional derivatives of model responses to model parameters in large-scale systems. The nth-CASAM framework is set in linearly increasing Hilbert spaces, each of state-function-dimensionality, as opposed to exponentially increasing parameter-dimensional spaces, thereby overcoming the so-called curse of dimensionality in sensitivity and uncertainty analysis. The nth-CASAM is applicable to any model  the larger the number of model parameters, the more efficient the nth-CASAM becomes for computing arbitrarily high-order response sensitivities. The book will be helpful to those working in the fields of sensitivity analysis, uncertainty quantification, model validation, optimization, data assimilation, model calibration, sensor fusion, reduced-order modelling, inverse problems and predictive modelling.
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Tags: Adjoint Analysis Comprehensive Curse Dimensionality Methodology nth-Order Overcoming Sensitivity Volume

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The nth-Order Comprehensive Adjoint Sensitivity Analysis Methodology, Volume II: Overcoming the Curse of Dimensionality: Large-Scale Application (The ... Adjoint Sensitivity Analysis Methodology, 2) free ebook download

Category: Management

Description: Click to see full description

Category:
Management