Items related to The nth-Order Comprehensive Adjoint Sensitivity Analysis...

The nth-Order Comprehensive Adjoint Sensitivity Analysis Methodology, Volume III: Overcoming the Curse of Dimensionality: Nonlinear Systems - Softcover

 
9783031227585: The nth-Order Comprehensive Adjoint Sensitivity Analysis Methodology, Volume III: Overcoming the Curse of Dimensionality: Nonlinear Systems

Synopsis

This text describes a comprehensive adjoint sensitivity analysis methodology (C-ASAM), developed by the author, enabling the efficient and exact computation of arbitrarily high-order functional derivatives of model responses to model parameters in large-scale systems. The model's responses can be either scalar-valued functionals of the model's parameters and state variables (as customarily encountered, e.g., in optimization problems) or general function-valued responses, which are often of interest but are currently not amenable to efficient sensitivity analysis. The C-ASAM framework is set in linearly increasing Hilbert spaces, each of state-function-dimensionality, as opposed to exponentially increasing parameter-dimensional spaces, thereby breaking the so-called "curse of dimensionality" in sensitivity and uncertainty analysis. The C-ASAM applies to any model; the larger the number of model parameters, the more efficient the C-ASAM becomes for computing arbitrarily high-order response sensitivities. The text includes illustrative paradigm problems which are fully worked-out to enable the thorough understanding of the C-ASAM's principles and their practical application. 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. It serves as a textbook or as supplementary reading for graduate course on these topics, in academic departments in the natural, biological, and physical sciences and engineering.

This Volume Three, the third of three, covers systems that are nonlinear in the state variables, model parameters and associated responses. The selected illustrative paradigm problems share these general characteristics. A separate Volume One covers systems that are linear in the state variables.

"synopsis" may belong to another edition of this title.

Other Popular Editions of the Same Title

9783031227561: The nth-Order Comprehensive Adjoint Sensitivity Analysis Methodology, Volume III: Overcoming the Curse of Dimensionality: Nonlinear Systems: 3 ... Adjoint Sensitivity Analysis Methodology, 3)

Featured Edition

ISBN 10:  3031227565 ISBN 13:  9783031227561
Publisher: Springer, 2023
Hardcover

Search results for The nth-Order Comprehensive Adjoint Sensitivity Analysis...

Stock Image

Cacuci, Dan Gabriel
Published by Springer, 2023
ISBN 10: 3031227581 ISBN 13: 9783031227585
New Softcover

Seller: Ria Christie Collections, Uxbridge, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. In. Seller Inventory # ria9783031227585_new

Contact seller

Buy New

£ 45.62
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Dan Gabriel Cacuci, Cacuci
Published by Springer Nature B.V., 2023
ISBN 10: 3031227581 ISBN 13: 9783031227585
New PAP
Print on Demand

Seller: PBShop.store UK, Fairford, GLOS, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9783031227585

Contact seller

Buy New

£ 46.40
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Dan Gabriel Cacuci, Cacuci
Published by Springer Nature B.V., 2023
ISBN 10: 3031227581 ISBN 13: 9783031227585
New PAP
Print on Demand

Seller: PBShop.store US, Wood Dale, IL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9783031227585

Contact seller

Buy New

£ 50.95
Convert currency
Shipping: FREE
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket