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We study image inverse problems with a normalizing flow prior. Our formulation views the solution as the maximum a posteriori estimate of the image conditioned on the measurements. This formulation allows us to use noise models with…

机器学习 · 计算机科学 2021-07-02 Jay Whang , Qi Lei , Alexandros G. Dimakis

We study a class of nonconvex-nonconcave minimax problems in which the inner maximization problem satisfies a local Kurdyka-Lojasiewicz (KL) condition that may vary with the outer minimization variable. In contrast to the global KL or…

最优化与控制 · 数学 2026-05-20 Zhaosong Lu , Xiangyuan Wang

In this paper, we consider an inverse problem to determine a source term in a parabolic equation, where the data are obtained at a certain time. In general, this problem is ill-posed, therefore the Tikhonov regularization method is proposed…

偏微分方程分析 · 数学 2015-12-10 Nguyen Huy Tuan , Nguyen Van Thinh , Vo Anh Khoa , Tran Thanh Binh

The problem of mixed signals occurs in many different contexts; one of the most familiar being acoustics. The forward problem in acoustics consists of finding the sound pressure levels at various detectors resulting from sound signals…

数据分析、统计与概率 · 物理学 2007-05-23 Kevin H. Knuth

In this paper, we study the inverse problem for determining an unknown time-dependent source coefficient in a semilinear pseudo-parabolic equation with variable coefficients and Neumann boundary condition. This unknown source term is…

偏微分方程分析 · 数学 2025-11-20 K. Van Bockstal , K. Khompysh

This paper is devoted to the study of Lyapunov-type inequality for Neumann boundary conditions at higher eigenvalues. Our main result is derived from a detailed analysis about the number and distribution of zeros of nontrivial solutions and…

偏微分方程分析 · 数学 2009-06-08 Antonio Canada , Salvador Villegas

This article is concerned with the inverse problem on determining the temporal component of the source term in a coupled system of time-fractional diffusion equations by single point observation. Under a non-degeneracy condition on the…

偏微分方程分析 · 数学 2026-03-13 Mohamed BenSalah , Yikan Liu

An iterative optimization method applied to a function $f$ on $\mathbb{R}^n$ will produce a sequence of arguments $\{\mathbf{x}_k\}_{k \in \mathbb{N}}$; this sequence is often constrained such that $\{f(\mathbf{x}_k)\}_{k \in \mathbb{N}}$…

数值分析 · 数学 2018-01-08 Nathaniel J. McClatchey

The numerical approximation of an inverse problem subject to the convection--diffusion equation when diffusion dominates is studied. We derive Carleman estimates that are on a form suitable for use in numerical analysis and with explicit…

数值分析 · 数学 2020-06-25 Erik Burman , Mihai Nechita , Lauri Oksanen

We consider linear inverse problems under white noise. These types of problems can be tackled with, e.g., iterative regularisation methods and the main challenge is to determine a suitable stopping index for the iteration. Convergence…

数值分析 · 数学 2022-05-02 Tim Jahn

This paper is concerned with identification of a spatial source function from final time observation in a bi-parabolic equation, where the full source function is assumed to be a product of time dependent and a space dependent function. Due…

偏微分方程分析 · 数学 2023-05-03 Subhankar Mondal , M. Thamban Nair

In this article, the problem of identifying the source term in transport processes given by a complete parabolic equation is studied mathematically from noisy measurements taken at an arbitrary fixed time. The problem is solved analytically…

偏微分方程分析 · 数学 2024-08-12 Guillermo Federico Umbricht , Diana Rubio

In this work, we consider the problem of identifying the time independent source for full parabolic equations in $\mathbb{R}^n$ from noisy data. This is an ill-posed problem in the sense of Hadamard. To compensate the factor that causes the…

数值分析 · 数学 2021-11-19 Guillermo Federico Umbricht

Point source localisation is generally modelled as a Lasso-type problem on measures. However, optimisation methods in non-Hilbert spaces, such as the space of Radon measures, are much less developed than in Hilbert spaces. Most numerical…

最优化与控制 · 数学 2024-02-14 Tuomo Valkonen

This paper provides a new regularization method which is particularly suitable for linear exponentially ill-posed problems. Under logarithmic source conditions (which have a natural interpretation in terms of Sobolev spaces in the…

数值分析 · 数学 2020-07-08 Walter Cedric Simo Tao Lee

We consider a two-component semilinear reaction-diffusion system in a bounded spatial domain $\Omega$ over a time interval $(0,T)$, which governs the water density $u(x,t)$ and the vegetation biomass density $v(x,t)$ for $x\in\Omega$ and…

偏微分方程分析 · 数学 2026-03-31 Xinyue Luo , Masahiro Yamamoto , Jin Cheng

The paper considers approaches to saddle point problems with a two-sided variant of the Polyak-Lojasievich condition based on the gradient method with inexact information and proposes a stopping rule based on the smallness of the norm of…

最优化与控制 · 数学 2023-07-28 A. Ya. Muratidi , F. S. Stonyakin

Conditional stability estimates require additional regularization for obtaining stable approximate solutions if the validity area of such estimates is not completely known. In this context, we consider ill-posed nonlinear inverse problems…

数值分析 · 数学 2020-01-29 Frank Werner , Bernd Hofmann

In this paper, we consider solving a class of nonconvex and nonsmooth problems frequently appearing in signal processing and machine learning research. The traditional alternating direction method of multipliers encounters troubles in both…

数值分析 · 计算机科学 2018-10-17 Tao Sun , Hao Jiang , Lizhi Cheng , Wei Zhu

This paper concerns time-harmonic inverse source problems with a single far-field pattern in two dimensions, where the source term is compactly supported in an a priori given inhomogeneous background medium. For convex-polygonal source…

偏微分方程分析 · 数学 2020-03-13 Guanghui Hu , Jingzhi Li