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The aim of this paper is to propose a methodology for testing general hypothesis in a Markovian setting with random sampling. A discrete Markov chain X is observed at random time intervals $\tau$ k, assumed to be iid with unknown…

统计理论 · 数学 2015-05-25 Flavia Barsotti , Anne Philippe , Paul Rochet

The inner structure of a material is called microstructure. It stores the genesis of a material and determines all its physical and chemical properties. While microstructural characterization is widely spread and well known, the…

计算机视觉与模式识别 · 计算机科学 2018-02-16 Seyed Majid Azimi , Dominik Britz , Michael Engstler , Mario Fritz , Frank Mücklich

The vast combination of material properties seen in nature are achieved by the complexity of the material microstructure. Advanced characterization and physics based simulation techniques have led to generation of extremely large…

机器学习 · 计算机科学 2023-01-12 Veera Sundararaghavan , Megna N. Shah , Jeff P. Simmons

In nonequilibrium statistical physics, quantifying the nearest (and higher-order) neighbors and free volumes of particles in many-body systems is crucial to elucidating the origin of macroscopic collective phenomena, such as glass/granular…

统计力学 · 物理学 2024-05-07 Daigo Mugita , Kazuyoshi Souno , Hiroaki Koyama , Taisei Nakamura , Masaharu Isobe

We study Voronoi diagrams of manifolds and varieties with respect to polyhedral norms. We provide upper and lower bounds on the dimensions of Voronoi cells. For algebraic varieties, we count their full-dimensional Voronoi cells. As an…

代数几何 · 数学 2022-09-26 Adrian Becedas , Kathlén Kohn , Lorenzo Venturello

We investigate the classes of functions whose minimization diagrams can be approximated efficiently in \Re^d. We present a general framework and a data-structure that can be used to approximate the minimization diagram of such functions.…

计算几何 · 计算机科学 2013-04-03 Sariel Har-Peled , Nirman Kumar

Poisson point processes provide a versatile framework for modeling the distributions of random points in space. When the space is partitioned into cells, each associated with a single generating point from the Poisson process, there appears…

数值分析 · 数学 2024-05-14 Jaume Anguera Peris , Joakim Jaldén

This article develops a framework for testing general hypothesis in high-dimensional models where the number of variables may far exceed the number of observations. Existing literature has considered less than a handful of hypotheses, such…

统计方法学 · 统计学 2017-08-16 Yinchu Zhu , Jelena Bradic

Voronoi diagrams are a fundamental geometric data structure for obtaining proximity relations. We consider collections of axis-aligned orthogonal polyhedra in two and three-dimensional space under the max-norm, which is a particularly…

计算几何 · 计算机科学 2019-08-21 Ioannis Z. Emiris , Christina Katsamaki

Understanding the applicability and limitations of electronic-structure methods needs careful and efficient comparison with accurate reference data. Knowledge of the quality and errors of electronic-structure calculations is crucial to…

The mechanical properties of a material are intimately related to its microstructure. This is particularly important for predicting mechanical behavior of polycrystalline metals, where microstructural variations dictate the expected…

材料科学 · 物理学 2024-01-23 Yejun Gu , Christopher D. Stiles , Jaafar A. El-Awady

We introduce VoroFields, a hierarchical neural-field framework for approximating generalized Voronoi diagrams of finite geometric site sets in low-dimensional domains under arbitrary evaluable point-to-site distances. Instead of…

计算几何 · 计算机科学 2026-03-31 Panagiotis Rigas , George Ioannakis , Ioannis Emiris

Microstructure reconstruction has been an essential part of computational material engineering to reveal the relationship between microstructures and material properties. However, finding a general solution for microstructure…

材料科学 · 物理学 2023-01-24 Kang-Hyun Lee , Gun Jin Yun

Microstructures, characterized by intricate structures at the microscopic scale, hold the promise of important disruptions in the field of mechanical engineering due to the superior mechanical properties they offer. One fundamental…

计算几何 · 计算机科学 2024-11-26 Qiang Zou , Guoyue Luo

In our work, crack-template-based transparent conducting films were modeled as networks corresponding to the edges of a two-dimensional Poisson--Voronoi diagram. Two types of networks were considered: the original one, in which the…

无序系统与神经网络 · 物理学 2026-04-28 Yuri Yu. Tarasevich , Andrei V. Esrkepov , Irina V. Vodolazskaya

Functionally graded materials (FGMs) are two-phase composites with continuously changing microstructure adapted to performance requirements. Traditionally, the overall behavior of FGMs has been determined using local averaging techniques or…

材料科学 · 物理学 2011-08-31 Zahra Sharif-Khodaei , Jan Zeman

In materials science and many other application domains, 3D information can often only be extrapolated by taking 2D slices. In topological data analysis, persistence vineyards have emerged as a powerful tool to take into account topological…

统计理论 · 数学 2022-01-12 Alessandra Cipriani , Christian Hirsch , Martina Vittorietti

This study proposes an innovative approach to analyze spatial patterns of behavior by integrating information in weighted Voronoi diagrams. The objective of the research is to analyze the temporal distribution of an experimental subject in…

Machine Learning (ML) techniques are revolutionizing the way to perform efficient materials modeling. Nevertheless, not all the ML approaches allow for the understanding of microscopic mechanisms at play in different phenomena. To address…

Atomistic simulations have become a powerful tool in materials research due to the extremely fine spatial and temporal resolution provided by such techniques. In order to understand the fundamental principles which govern material behavior…

材料科学 · 物理学 2014-08-26 Jason F. Panzarino , Timothy J. Rupert