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Data-driven Riemannian geometry has emerged as a powerful tool for interpretable representation learning, offering improved efficiency in downstream tasks. Moving forward, it is crucial to balance cheap manifold mappings with efficient…

机器学习 · 计算机科学 2025-05-26 Willem Diepeveen , Georgios Batzolis , Zakhar Shumaylov , Carola-Bibiane Schönlieb

We consider in a two dimensional absorbing and scattering medium, an inverse source problem in the stationary radiative transport, where the source is linearly anisotropic. The medium has an anisotropic scattering property that is neither…

偏微分方程分析 · 数学 2022-11-02 David Omogbhe , Kamran Sadiq

Riemannian optimization is concerned with problems, where the independent variable lies on a smooth manifold. There is a number of problems from numerical linear algebra that fall into this category, where the manifold is usually specified…

数值分析 · 数学 2024-06-27 Rasmus Jensen , Ralf Zimmermann

We consider a partial data inverse problem for a time-dependent convection-diffusion equation on an admissible manifold. We prove that the time-dependent convection term and time-dependent density can be recovered uniquely modulo a known…

偏微分方程分析 · 数学 2024-05-03 Rohit Kumar Mishra , Anamika Purohit , Manmohan Vashisth

For a compact Riemannian manifold with boundary, we want to find the metric structure from knowledge of distances between boundary points. This is called the "boundary rigidity problem". If the boundary is not concave, which means locally…

微分几何 · 数学 2011-03-30 Xiaochen Zhou

In this paper, we consider an interior transmission eigenvalue (ITE) problem on some compact $C^{\infty }$-Riemannian manifolds with a common smooth boundary. In particular, these manifolds may have different topologies, but we impose some…

谱理论 · 数学 2019-05-27 Hisashi Morioka , Naotaka Shoji

We consider the inverse scattering problem associated with any number of interacting modes in one-dimensional structures. The coupling between the modes is contradirectional in addition to codirectional, and may be distributed continuously…

数学物理 · 物理学 2011-11-10 Ole Henrik Waagaard , Johannes Skaar

A central objective of topological data analysis is to identify topologically significant features in data represented as a finite point cloud. We consider the setting where the ambient space of the point sample is a compact Riemannian…

代数拓扑 · 数学 2025-02-05 Ka Man Yim

In this paper, we consider inverse shape problems coming from diffuse optical tomography and inverse scattering. In both problems, our goal is to reconstruct small volume interior regions from measured data on the exterior surface of an…

偏微分方程分析 · 数学 2023-02-13 Govanni Granados , Isaac Harris

In this paper, we consider the inverse scattering problem associated with an anisotropic medium with a conductive boundary. We will assume that the corresponding far-field pattern is known/measured and we consider two inverse problems.…

偏微分方程分析 · 数学 2024-04-04 Victor Hughes , Isaac Harris , Heejin Lee

We study an inverse source scattering problem for the Schr\"odinger equation with a quadratic nonlinearity. In general, uniqueness of inverse source problems can not be guaranteed at a fixed energy. Therefore, additional information is…

偏微分方程分析 · 数学 2023-03-22 Lei Zhang , Yue Zhao

We consider an inverse elastic scattering problem of simultaneously reconstructing a rigid obstacle and the excitation sources using near-field measurements. A two-phase numerical method is proposed to achieve the co-inversion of multiple…

数值分析 · 数学 2023-07-19 Yan Chang , Yukun Guo , Hongyu Liu , Deyue Zhang

In this paper, we consider the inverse boundary problems of recovering the time-dependent nonlinearity and damping term for a semilinear wave equation on a Riemannian manifold. The Carleman estimate and the construction of Gaussian beams…

偏微分方程分析 · 数学 2022-12-08 Song-Ren Fu

In this paper, we propose a method to learn a minimizing geodesic within a data manifold. Along the learned geodesic, our method can generate high-quality interpolations between two given data samples. Specifically, we use an autoencoder…

计算机视觉与模式识别 · 计算机科学 2020-08-17 Cong Geng , Jia Wang , Li Chen , Wenbo Bao , Chu Chu , Zhiyong Gao

Consider a compact manifold $M$ with smooth boundary $\partial M$. Suppose that $g$ and $\tilde{g}$ are two Riemannian metrics on $M$. We construct a family of metrics on $M$ which agrees with $g$ outside a neighborhood of $\partial M$ and…

微分几何 · 数学 2021-03-12 Tsz-Kiu Aaron Chow

We consider Calderon's inverse problem with partial data in dimensions $n \geq 3$. If the inaccessible part of the boundary satisfies a (conformal) flatness condition in one direction, we show that this problem reduces to the invertibility…

偏微分方程分析 · 数学 2016-01-20 Carlos E. Kenig , Mikko Salo

This is an intuitive survey of extrinsic and intrinsic notions of convergence of manifolds complete with pictures of key examples and a discussion of the properties associated with each notion. We begin with a description of three extrinsic…

微分几何 · 数学 2013-04-08 Christina Sormani

In this paper, we study an inverse scattering problem at fixed energy on three-dimensional asymptotically hyperbolic St{\"a}ckel manifolds having the topology of toric cylinders and satisfying the Robertson condition. On these manifolds the…

偏微分方程分析 · 数学 2016-05-18 Damien Gobin

We prove that the reconstruction of a certain type of length spaces from their travel time data on a closed subset is Lipschitz stable. The travel time data is the set of distance functions from the entire space, measured on the chosen…

度量几何 · 数学 2024-10-22 Joonas Ilmavirta , Antti Kykkänen , Matti Lassas , Teemu Saksala , Andrew Shedlock

We study the inverse resonance problem for conformally compact manifolds which are hyperbolic outside a compact set. Our results include compactness of isoresonant metrics in dimension two and of isophasal negatively curved metrics in…

谱理论 · 数学 2010-06-25 D. Borthwick , P. A. Perry