Interpolatory Methods for Model Reduction - Brossura

Athanasios C. Antoulas (author)

Brossura

ISBN 10: 1611976073 ISBN 13: 9781611976076

Casa editrice: SIAM - Society for Industrial and Applied Mathematics, 2020

Riassunto

Dynamical systems are a principal tool in the modeling, prediction, and control of a wide range of complex phenomena. As the need for improved accuracy leads to larger and more complex dynamical systems, direct simulation often becomes the only available strategy for accurate prediction or control, inevitably creating a considerable burden on computational resources. This is the main context where one considers model reduction, seeking to replace large systems of coupled differential and algebraic equations that constitute high fidelity system models with substantially fewer equations that are crafted to control the loss of fidelity that order reduction may induce in the system response.

Interpolatory methods are among the most widely used model reduction techniques, and Interpolatory Methods for Model Reduction is the first comprehensive analysis of this approach available in a single, extensive resource. It introduces state-of-the-art methods reflecting significant developments over the past two decades, covering both classical projection frameworks for model reduction and data-driven, nonintrusive frameworks.

This textbook is appropriate for a wide audience of engineers and other scientists working in the general areas of large-scale dynamical systems and data-driven modeling of dynamics.

Dettagli dell'edizione

• Editore: SIAM - Society for Industrial and Applied Mathematics
• Data di pubblicazione: 2020
• Lingua: Inglese
• ISBN 10: 1611976073
• ISBN 13: 9781611976076
• Rilegatura: Copertina flessibile
• Numero di pagine: 232
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile