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In this contribution, we are concerned with parameter optimization problems that are constrained by multiscale PDE state equations. As an efficient numerical solution approach for such problems, we introduce and analyze a new relaxed and…

数值分析 · 数学 2023-04-13 Tim Keil , Mario Ohlberger

Operator-theoretic analysis of nonlinear dynamical systems has attracted much attention in a variety of engineering and scientific fields, endowed with practical estimation methods using data such as dynamic mode decomposition. In this…

机器学习 · 计算机科学 2020-09-25 Yuka Hashimoto , Isao Ishikawa , Masahiro Ikeda , Yoichi Matsuo , Yoshinobu Kawahara

In this paper we consider an orthonormal basis, generated by a tensor product of Fourier basis functions, half period cosine basis functions, and the Chebyshev basis functions. We deal with the approximation problem in high dimensions…

数值分析 · 数学 2024-04-26 Daniel Potts , Pascal Schröter

We study the behaviour of Tikhonov regularisation on topological spaces with multiple regularisation terms. The main result of the paper shows that multi-parameter regularisation is well-posed in the sense that the results depend…

数值分析 · 数学 2011-09-05 Markus Grasmair

We propose a new numerical method to solve linear ordinary differential equations of the type $\frac{\partial u}{\partial t}(t,\varepsilon) = A(\varepsilon) \, u(t,\varepsilon)$, where $A:\mathbb{C}\rightarrow\mathbb{C}^{n\times n}$ is a…

数值分析 · 数学 2020-08-31 Antti Koskela , Elias Jarlebring , Michiel E. Hochstenbach

The paper concerns the second-order generalized differentiation theory of variational analysis and new applications of this theory to some problems of constrained optimization in finitedimensional spaces. The main attention is paid to the…

最优化与控制 · 数学 2011-10-21 B. S. Mordukhovich , R. T. Rockafellar

The iterated Arnoldi-Tikhonov (iAT) method is a regularization technique particularly suited for solving large-scale ill-posed linear inverse problems. Indeed, it reduces the computational complexity through the projection of the…

数值分析 · 数学 2025-07-22 Marco Donatelli , Davide Furchì

In the following we consider a 2-dimensional system of ODE's containing quasiperiodic terms. The system is proposed as an extension of Mathieu-type equations to higher dimensions, with emphasis on how resonance between the internal…

动力系统 · 数学 2012-03-13 Thomas Waters

Many scientific applications require the evaluation of the action of the matrix function over a vector and the most common methods for this task are those based on the Krylov subspace. Since the orthogonalization cost and memory requirement…

The inevitable presence of decoherence effects in systems suitable for quantum computation necessitates effective error-correction schemes to protect information from noise. We compute the stability of the toric code to depolarization by…

This paper introduces new solvers for the computation of low-rank approximate solutions to large-scale linear problems, with a particular focus on the regularization of linear inverse problems. Although Krylov methods incorporating explicit…

数值分析 · 数学 2019-11-05 Silvia Gazzola , Chang Meng , James Nagy

In this paper, we establish an initial theory regarding the Second Order Asymptotical Regularization (SOAR) method for the stable approximate solution of ill-posed linear operator equations in Hilbert spaces, which are models for linear…

数值分析 · 数学 2018-08-28 Ye Zhang , Bernd Hofmann

Numerical optimization is used to construct new orthonormal compactly supported wavelets with Sobolev regularity exponent as high as possible among those mother wavelets with a fixed support length and a fixed number of vanishing moments.…

经典分析与常微分方程 · 数学 2007-05-23 Harri Ojanen

Modern shock-capturing schemes often suffer from numerical shock anomalies if the flow field contains strong shocks, which may limit their further application in hypersonic flow computations. In the current study, we devote our efforts to…

数值分析 · 数学 2023-05-08 Weijie Ren , Wenjia Xie , Ye Zhang , Hang Yu , Zhengyu Tian

One of the most computationally expensive steps of the low-rank ADI method for large-scale Lyapunov equations is the solution of a shifted linear system at each iteration. We propose the use of the extended Krylov subspace method for this…

数值分析 · 数学 2022-08-09 Peter Benner , Davide Palitta , Jens Saak

This paper presents two novel regularization methods motivated in part by the geometric significance of biorthogonal bases in signal processing applications. These methods, in particular, draw upon the structural relevance of orthogonality…

数值分析 · 计算机科学 2016-01-06 Tarek A. Lahlou , Alan V. Oppenheim

The Krylov subspace projection approach is a well-established tool for the reduced order modeling of dynamical systems in the time domain. In this paper, we address the main issues obstructing the application of this powerful approach to…

数学物理 · 物理学 2012-04-16 Vladimir Druskin , Rob Remis

Second-order optimization methods, such as cubic regularized Newton methods, are known for their rapid convergence rates; nevertheless, they become impractical in high-dimensional problems due to their substantial memory requirements and…

最优化与控制 · 数学 2024-01-09 Ruichen Jiang , Parameswaran Raman , Shoham Sabach , Aryan Mokhtari , Mingyi Hong , Volkan Cevher

The stability method is very useful for obtaining exact solutions of many extremal graph problems. Its key step is to establish the stability property which, roughly speaking, states that any two almost optimal graphs of the same order $n$…

组合数学 · 数学 2010-07-30 Oleg Pikhurko

The fully developed turbulence with weak anisotropy is investigated by means of renormalization group approach (RG) and double expansion regularization for dimensions $d\ge 2$. Some modification of the standard minimal substraction scheme…

混沌动力学 · 物理学 2009-11-07 M. Hnatich , E. Jonyova , M. Jurcisin , M. Stehlik