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Regularization is a core component of modern inverse problems, as it helps establish the well-posedness of the solution of interest. Popular regularization approaches include variational regularization and iterative regularization. The…

最优化与控制 · 数学 2025-08-08 Jie Gao , Cesare Molinari , Silvia Villa , Jingwei Liang

We study data-driven stabilization of continuous-time systems in autoregressive form when only noisy input-output data are available. First, we provide an operator-based characterization of the set of systems consistent with the data. Next,…

最优化与控制 · 数学 2026-02-04 Masashi Wakaiki

We develop an eigenvalue-based approach for the stability assessment and stabilization of linear systems with multiple delays and periodic coefficient matrices. Delays and period are assumed commensurate numbers, such that the Floquet…

数值分析 · 数学 2020-11-03 Wim Michiels , Luca Fenzi

Assume a time-harmonic elastic wave is incident onto a penetrable anisotropic body embedded into a homogeneous isotropic background medium. We propose an equivalent variational formulation in a truncated bounded domain and show the…

偏微分方程分析 · 数学 2016-12-21 Gang Bao , Guanghui Hu , Jiguang Sun , Tao Yin

This paper investigates the global stability and the global asymptotic stability independent of the sizes of the delays of linear time-varying Caputo fractional dynamic systems of real fractional order possessing internal point delays. The…

动力系统 · 数学 2010-10-18 M. De La Sen

Consider the scattering of a time-harmonic acoustic plane wave by a bounded elastic obstacle which is immersed in a homogeneous acoustic medium. This paper concerns an inverse acoustic-elastic interaction problem, which is to determine the…

数值分析 · 数学 2020-04-22 Heping Dong , Jun Lai , Peijun Li

We deal with the problem of determining the shape of an inclusion embedded in a homogenous background medium. The multifre-quency electrical impedance tomography is used to image the inclusion. For different frequencies, a current is…

偏微分方程分析 · 数学 2019-03-21 Jin Cheng , Mourad Choulli , Shuai Lu

Artificial viscosity is traditionally interpreted as a positive, spatially acting regularization introduced to stabilize numerical discretizations of hyperbolic conservation laws. In this work, we report a data-driven discovery that…

数值分析 · 数学 2026-02-10 Arun Govind Neelan

We consider the Navier-Stokes system in a bounded domain with a smooth boundary. Given a sufficiently regular time-dependent global solution, we construct a finite-dimensional feedback control that is supported by a given open set and…

最优化与控制 · 数学 2010-09-20 Viorel Barbu , Sergio S. Rodrigues , Armen Shirikyan

A common problem in the sciences is that a signal of interest is observed only indirectly, through smooth functionals of the signal whose values are then obscured by noise. In such inverse problems, the functionals dampen or entirely…

统计方法学 · 统计学 2012-07-04 Darren Homrighausen , Christopher R. Genovese

Tikhonov regularization is one of the most commonly used methods of regularization of ill-posed problems. In the setting of finite element solutions of elliptic partial differential control problems, Tikhonov regularization amounts to…

数值分析 · 数学 2016-09-19 Erik Burman , Peter Hansbo , Mats Larson

In this paper, we investigate regularization of linear inverse problems with irregular noise. In particular, we consider the case that the noise can be preprocessed by certain adjoint embedding operators. By introducing the consequent…

数值分析 · 数学 2024-01-30 Xinyan Li , Simon Hubmer , Shuai Lu , Ronny Ramlau

We present a computational framework for estimating the uncertainty in the numerical solution of linearized infinite-dimensional statistical inverse problems. We adopt the Bayesian inference formulation: given observational data and their…

数值分析 · 数学 2013-08-07 Tan Bui-Thanh , Omar Ghattas , James Martin , Georg Stadler

We establish Lipschitz stability properties for a class of inverse problems. In that class, the associated direct problem is formulated by an integral operator Am depending non-linearly on a parameter m and operating on a function u. In the…

数值分析 · 数学 2023-02-27 Darko Volkov

Our understanding of physical systems generally depends on our ability to match complex computational modelling with measured experimental outcomes. However, simulations with large parameter spaces suffer from inverse problem instabilities,…

等离子体物理 · 物理学 2020-01-22 M. F. Kasim , T. P. Galligan , J. Topp-Mugglestone , G. Gregori , S. M. Vinko

We show that the inference problem of constraining the dipole amplitude with inclusive deep inelastic scattering data can be written into a discrete linear inverse problem, in an analogous manner as can be done for computed tomography. To…

高能物理 - 唯象学 · 物理学 2025-11-20 Henri Hänninen , Antti Kykkänen , Hjørdis Schlüter

Recent interest in the external validity of prediction models (i.e., the problem of different train and test distributions, known as dataset shift) has produced many methods for finding predictive distributions that are invariant to dataset…

机器学习 · 统计学 2022-07-20 Adarsh Subbaswamy , Bryant Chen , Suchi Saria

When an inverse problem is solved by a gradient-based optimization algorithm, the corresponding forward and adjoint problems, which are introduced to compute the gradient, can be also solved iteratively. The idea of iterating at the same…

数值分析 · 数学 2025-01-23 Marcella Bonazzoli , Houssem Haddar , Tuan Anh Vu

In this paper, we propose two algorithms for solving linear inverse problems when the observations are corrupted by Poisson noise. A proper data fidelity term (log-likelihood) is introduced to reflect the Poisson statistics of the noise. On…

应用统计 · 统计学 2011-03-14 François-Xavier Dupé , Jalal Fadili , Jean-Luc Starck

We develop an interpolation-based modeling framework for parameter-dependent partial differential equations arising in control, inverse problems, and uncertainty quantification. The solution is discretized in the physical domain using…

数值分析 · 数学 2026-04-20 Erik Burman , Mats G. Larson , Karl Larsson , Jonatan Vallin