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This article describes the theoretical foundation of and explicit algorithms for a novel approach to morphology and anisotropy analysis of complex spatial structure using tensor-valued Minkowski functionals, the so-called Minkowski tensors.…

Minkowski tensors, also known as tensor valuations, provide robust $n$-point information for a wide range of random spatial structures. Local estimators for point clouds, e.g., representing voxelized data, however, are unavoidably biased…

统计理论 · 数学 2026-04-06 Daniel Hug , Michael A. Klatt , Dominik Pabst

Recently, Minkowski Tensors (MT) have gained popularity for morphological analysis tasks. As opposed to the scalar Minkowski functionals (MF; in 2D given by area, perimeter and Euler characteristic), MT can characterize symmetry and…

天体物理仪器与方法 · 物理学 2022-02-21 Caroline Collischon , Michael Klatt , Christoph Räth , Manami Sasaki

We introduce surface Minkowski tensors to characterize rotational symmetries of shapes embedded in curved surfaces. The definition is based on a modified vector transport of the shapes boundary co-normal into a reference point which…

数值分析 · 数学 2026-02-10 Lea Happel , Hanne Hardering , Simon Praetorius , Axel Voigt

We generalize the translation invariant tensor-valued Minkowski Functionals which are defined on two-dimensional flat space to the unit sphere. We apply them to level sets of random fields. The contours enclosing boundaries of level sets of…

宇宙学与河外天体物理 · 物理学 2017-12-27 Pravabati Chingangbam , K P Yogendran , Joby P. K. , Vidhya Ganesan , Stephen Appleby , Changbom Park

We apply the Minkowski Tensor statistics to two dimensional slices of the three dimensional density field. The Minkowski Tensors are a set of functions that are sensitive to directionally dependent signals in the data, and furthermore can…

宇宙学与河外天体物理 · 物理学 2018-05-23 Stephen Appleby , Pravabati Chingangbam , Changbom Park , Sungwook E. Hong , Juhan Kim , Vidhya Ganesan

We present a novel approach to quantifying the morphology of Cosmic Microwave Background (CMB) anisotropy maps. As morphological descriptors, we use shape parameters known as Minkowski functionals. Using the mathematical framework provided…

天体物理学 · 物理学 2009-10-30 Jens Schmalzing , Krzysztof M. Gorski

Gaussian random fields are among the most important models of amorphous spatial structures and appear across length scales in a variety of physical, biological, and geological applications, from composite materials to geospatial data.…

无序系统与神经网络 · 物理学 2022-05-04 Michael Andreas Klatt , Max Hörmann , Klaus Mecke

We propose a novel method for the description of spatial patterns formed by a coverage of point sets representing galaxy samples. This method is based on a complete family of morphological measures known as Minkowski functionals, which…

天体物理学 · 物理学 2007-05-23 K. R. Mecke , T. Buchert , H. Wagner

The Minkowski tensors (MTs) can be used to probe anisotropic signals in a field, and are well suited for measuring the redshift space distortion (RSD) signal in large scale structure catalogs. We consider how the linear RSD signal can be…

宇宙学与河外天体物理 · 物理学 2023-01-25 Stephen Appleby , Joby P. Kochappan , Pravabati Chingangbam , Changbom Park

It has been shown that local algorithms based on grey-scale images sometimes lead to asymptotically unbiased estimators for surface area and integrated mean curvature. This paper extends the results to estimators for Minkowski tensors. In…

统计理论 · 数学 2016-02-24 Anne Marie Svane

We apply the Minkowski tensor statistics to three dimensional Gaussian random fields. Minkowski tensors contain information regarding the orientation and shape of excursion sets, that is not present in the scalar Minkowski functionals. They…

宇宙学与河外天体物理 · 物理学 2018-08-29 Stephen Appleby , Pravabati Chingangbam , Changbom Park , K. P. Yogendran , P. K. Joby

A common challenge in scientific and technical domains is the quantitative description of geometries and shapes, e.g. in the analysis of microscope imagery or astronomical observation data. Frequently, it is desirable to go beyond scalar…

图形学 · 计算机科学 2020-10-30 Fabian M. Schaller , Jenny Wagner , Sebastian C. Kapfer

The local Minkowski tensors are valuations on the space of convex bodies in Euclidean space with values in a space of tensor measures. They generalize at the same time the intrinsic volumes, the curvature measures and the isometry covariant…

度量几何 · 数学 2014-05-07 Daniel Hug , Rolf Schneider

Smooth deformations of a Minkowski type metric in a four-dimensional space-time manifold are considered. Deformations of the basic spin-tensorial fields associated with this metric are calculated and their application to calculating the…

微分几何 · 数学 2007-09-11 Ruslan Sharipov

Using the standard Cayley transform and elementary tools it is reiterated that the conformal compactification of the Minkowski space involves not only the "cone at infinity" but also the 2-sphere that is at the base of this cone. We…

综合物理 · 物理学 2014-07-22 Arkadiusz Jadczyk

This paper deals with the generalization of usual round spheres in the flat Minkowski spacetime to the case of a generic four-dimensional spacetime manifold $M$. We consider geometric properties of sphere-like submanifolds in $M$ and…

广义相对论与量子宇宙学 · 物理学 2016-10-26 Hans-Peter Gittel , Jacek Jezierski , Jerzy Kijowski

In this paper, we study the anisotropic Minkowski problem. It is a problem of prescribing the anisotropic Gauss-Kronecker curvature for a closed strongly convex hypersurface in Euclidean space as a function on its anisotropic normals in…

偏微分方程分析 · 数学 2017-05-30 Chao Xia

The study of the angular power spectrum of Cosmic Microwave Background (CMB) anisotropies, both in intensity and in polarisation, has led to the tightest constraints on cosmological parameters. However, this statistical quantity is not…

宇宙学与河外天体物理 · 物理学 2023-06-08 Javier Carrón Duque , Alessandro Carones , Domenico Marinucci , Marina Migliaccio , Nicola Vittorio

A marginally trapped surface in the four-dimensional Minkowski space is a spacelike surface whose mean curvature vector is lightlike at each point. We associate a geometrically determined moving frame field to such a surface and using the…

微分几何 · 数学 2012-05-30 Georgi Ganchev , Velichka Milousheva
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