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The Euler Characteristic Transform (ECT) has proven to be a powerful representation, combining geometrical and topological characteristics of shapes and graphs. However, the ECT was hitherto unable to learn task-specific representations. We…

机器学习 · 计算机科学 2024-03-20 Ernst Roell , Bastian Rieck

Weingarten surfaces are those whose principal curvatures satisfy a functional relation, whose set of solutions is called the curvature diagram or the W-diagram of the surface. Making use of the notion of geometric linear momentum of a plane…

微分几何 · 数学 2022-01-03 Paula Carretero , Ildefonso Castro

Datasets are mathematical objects (e.g., point clouds, matrices, graphs, images, fields/functions) that have shape. This shape encodes important knowledge about the system under study. Topology is an area of mathematics that provides…

代数拓扑 · 数学 2021-09-09 Alexander Smith , Victor Zavala

The Euler characteristic (EC) is a powerful topological descriptor that can be used to quantify the shape of data objects that are represented as fields/manifolds. Fast methods for computing the EC are required to enable processing of…

计算几何 · 计算机科学 2024-04-26 Daniel J. Laky , Victor M. Zavala

Coarse geometry studies metric spaces on the large scale. Our goal here is to study dynamics from a coarse point of view. To this end we introduce a coarse version of topological entropy, suitable for unbounded metric spaces, consistent…

动力系统 · 数学 2020-04-20 William Geller , Michał Misiurewicz

Optical coherence tomography (OCT) is a widely used imaging technique in the micrometer regime, which gained accelerating interest in medical imaging in the last twenty years. In up-to-date OCT literature [5,6] certain simplifying…

医学物理 · 物理学 2024-02-23 Leopold Veselka , Lisa Krainz , Leonidas Mindrinos , Wolfgang Drexler , Peter Elbau

This paper investigates the relationship between a system of differential equations and the underlying geometry associated with it. The geometry of a surface determines shortest paths, or geodesics connecting nearby points, which are…

微分几何 · 数学 2007-05-23 Richard Atkins

We performed large-eddy simulations of the flow over a typical two-dimensional dune geometry at laboratory scale (the Reynolds number based on the average channel height and mean velocity is 18,900) using the Lagrangian dynamic…

流体动力学 · 物理学 2011-10-07 Mohammad Omidyeganeh , Ugo Piomelli

Probabilistic circuits (PCs) are a prominent representation of probability distributions with tractable inference. While parameter learning in PCs is rigorously studied, structure learning is often more based on heuristics than on…

机器学习 · 计算机科学 2023-02-24 Yang Yang , Gennaro Gala , Robert Peharz

The method of characteristics is a classical method for gaining understanding in the solution of a partial differential equation. It has recently been applied to the adjoint equations of the 2D Euler equations and the first goal of this…

流体动力学 · 物理学 2023-05-08 Kevin Ancourt , Jacques Peter , Olivier Atinault

A well-established numerical approach to solve the Navier--Stokes equations for incompressible fluids is Chorin's projection method, whereby the fluid velocity is explicitly updated, and then an elliptic problem for the pressure is solved,…

材料科学 · 物理学 2015-08-17 Chris H. Rycroft , Yi Sui , Eran Bouchbinder

In this paper, we study uniform ensemble controllability (UEC) of linear ensemble systems defined in an infinite-dimensional space through finite-dimensional settings. Specifically, with the help of the Stone-Weierstrass theorem for…

最优化与控制 · 数学 2021-12-30 Wei Miao , Gong Cheng , Jr-Shin Li

We consider the Euler system describing a one-dimensional inviscid flows in space along curves of a certain class. Using differential invariants for the Euler system, we obtain its quotient equation. The solutions of the quotient equation…

数学物理 · 物理学 2022-02-09 Anna Duyunova , Valentin Lychagin , Sergey Tychkov

One-dimensional hard rod gases are explicitly constructed as the limits of discrete systems: exclusion processes involving particles of arbitrary length. Those continuum many-body systems in general do not exhibit the same hydrodynamic…

统计力学 · 物理学 2009-11-10 G. Schoenherr

We develop, via Arnold's geometric framework, a mechanism for constructing explicit, smooth, global-in-time, and typically non-stationary solutions of the incompressible Euler equations. The approach introduces a notion of generalized…

偏微分方程分析 · 数学 2026-04-08 Patrick Heslin , Stephen C. Preston

Rotationally coherent Lagrangian vortices are formed by tubes of deforming fluid elements that complete equal bulk material rotation relative to the mean rotation of the deforming fluid volume. We show that initial positions of such tubes…

流体动力学 · 物理学 2016-05-04 George Haller , Alireza Hadjighasem , Mohammad Farazmand , Florian Huhn

We describe a mathematical formalism and numerical algorithms for identifying and tracking slowly mixing objects in nonautonomous dynamical systems. In the autonomous setting, such objects are variously known as almost-invariant sets,…

动力系统 · 数学 2011-02-16 Gary Froyland , Simon Lloyd , Naratip Santitissadeekorn

We survey the distributional properties of progressively dilating sets under projection by covering maps, focusing on manifolds of constant sectional curvature. In the Euclidean case, we review previously known results and formulate some…

动力系统 · 数学 2024-09-10 Emilio Corso

Coarse-graining is central to reducing dimensionality in molecular dynamics, and is typically characterized by a mapping which projects the full state of the system to a smaller class of variables. While extensive literature has been…

概率论 · 数学 2020-01-08 Frédéric Legoll , Tony Lelièvre , Upanshu Sharma

We learn parameterized nonlinear elasticity on curved surfaces using a physics-informed neural network that enforces governing equations and boundary conditions directly through the loss function, enabling a single trained model to…

生物物理 · 物理学 2026-04-15 Yankang Liu , Ke Zhang , Maziar Raissi , Roya Zandi