Edizione	[1st ed.]
Pubbl/distr/stampa	Berlin ; ; Boston : , : De Gruyter, , [2025]
Descrizione fisica	1 online resource (X, 202 p.)
Collana	De Gruyter Proceedings in Mathematics
Soggetto topico	MATHEMATICS / Optimization
Soggetto non controllato	Mathematical optimization, Machine learning, Nonlinear optimization, Discrete optimization, Physics informed learning
ISBN	3-11-137774-1 3-11-137677-X
Formato	Materiale a stampa
Livello bibliografico	Monografia
Lingua di pubblicazione	eng
Nota di contenuto	Frontmatter -- Preface -- Acknowledgment -- Contents -- A framework to solve inverse problems for parametric PDEs using adaptive finite elements and neural networks -- Generation of value function data for bilevel optimal control and application to hybrid electric vehicle -- Graph neural networks to predict strokes from blood flow simulations -- Capturing the macroscopic behavior of molecular dynamics with membership functions -- Adaptive gradient-enhanced Gaussian process surrogates for inverse problems -- Multifidelity domain decomposition-based physics-informed neural networks and operators for time-dependent problems -- Constrained piecewise linear optimization by an active signature method -- Parallel trust-region approaches in neural network training -- Trustworthy optimization learning: a brief overview -- Compression-aware training of neural networks using Frank–Wolfe -- Approximation of generalized frequency response functions via vector fitting -- On the nonsmooth regularity condition LIKQ for different abs-normal representations -- Divergence of the ADAM algorithm with fixed-stepsize: a (very) simple example -- Index
Record Nr.	UNISA-996657772003316

Autore	Benner Peter
Pubbl/distr/stampa	Berlin/Boston, : De Gruyter, 2020
Descrizione fisica	1 online resource (VIII, 466 p.)
Disciplina	515.353
Collana	Model Order Reduction
Soggetto topico	MATHEMATICS / Numerical Analysis
Soggetto non controllato	Complexity reduction applications in engineering biomedical engineering computational physics computer science
ISBN	3-11-049775-1 3-11-049900-2
Classificazione	SK 955
Formato	Materiale a stampa
Livello bibliografico	Monografia
Lingua di pubblicazione	eng
Nota di contenuto	Frontmatter -- Preface to the third volume of Model Order Reduction -- Contents -- 1 Model reduction in chemical process optimization -- 2 Model order reduction in mechanical engineering -- 3 Case studies of model order reduction for acoustics and vibrations -- 4 Model order reduction in microelectronics -- 5 Complexity reduction of electromagnetic systems -- 6 Model reduction in computational aerodynamics -- 7 Model order reduction in neuroscience -- 8 Reduced-order modeling for applications to the cardiovascular system -- 9 From the POD-Galerkin method to sparse manifold models -- 10 Model order reduction in uncertainty quantification -- 11 Reduced-order modeling of large-scale network systems -- 12 Model order reduction and digital twins -- 13 MOR software -- Index
Record Nr.	UNISA-996398645103316