平行通用真实对称定义的自身价值问题
James S Sims1, María Bélen Ruiz2
1National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.
Journal of research of the National Institute of Standards and Technology
|September 23, 2024
概括
本文介绍了一款快速,便携式并行软件包,用于解决大型通用实数对称定义自值问题. 它可以高效地处理超过80,000x80,000维的密度矩阵.
科学领域:
- 数字分析 数字分析
- 高性能计算 高性能计算
- 线性代数 线性代数
背景情况:
- 解决大规模的固有值问题是计算密集的.
- 对于庞大的数据集,现有的方法可能缺乏效率或可移植性.
研究的目的:
- 为一般化实数对称定义固有值问题 (GRSDEP) 提供一种新的软件包.
- 为了在使用并行处理的大型密集矩阵上实现高效的计算.
主要方法:
- 开发一个使用四倍精度的Fortran 90+包.
- 实现GRSDEP的便携式并行算法.
- 对大小为 80,000x80,000 或更大的矩阵进行优化.
主要成果:
- 该包展示了适合大规模问题的计算速度.
- 在不同的并行计算架构中实现了可移植性.
- 成功处理超出典型计算限制的密度矩阵.
结论:
- 开发的GRSDEP套件在解决大型自身价值问题方面取得了重大进展.
- 它为研究人员和工程师处理大质量密度矩阵提供了快速,便携和高效的解决方案.
相关概念视频
Symmetry in Maxwell's Equations
3.3K
Once the fields have been calculated using Maxwell's four equations, the Lorentz force equation gives the force that the fields exert on a charged particle moving with a certain velocity. The Lorentz force equation combines the force of the electric field and of the magnetic field on the moving charge. Maxwell's equations and the Lorentz force law together encompass all the laws of electricity and magnetism. The symmetry that Maxwell introduced into his mathematical framework may not be...
3.3K
Routh-Hurwitz Criterion II
201
In the application of the Routh-Hurwitz criterion, two specific scenarios can arise that complicate stability analysis.
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
201
Unsymmetric Loading of Thin-Walled Members: Problem Solving
95
The shear center of a channel section with uniform thickness, height, and width, is determined by computing the shear force in the member and calculating the moments of inertia of the sections.
To compute the shear forces, find the shear flow at a specific distance from the endpoint using the vertical shear and the moment of inertia values. The total shear force on the flange is calculated by integrating the shear flow from one end of the flange to the other.
Next, calculate the moments of...
To compute the shear forces, find the shear flow at a specific distance from the endpoint using the vertical shear and the moment of inertia values. The total shear force on the flange is calculated by integrating the shear flow from one end of the flange to the other.
Next, calculate the moments of...
95
Vector Algebra: Method of Components
13.8K
It is cumbersome to find the magnitudes of vectors using the parallelogram rule or using the graphical method to perform mathematical operations like addition, subtraction, and multiplication. There are two ways to circumvent this algebraic complexity. One way is to draw the vectors to scale, as in navigation, and read approximate vector lengths and angles (directions) from the graphs. The other way is to use the method of components.
In many applications, the magnitudes and directions of...
In many applications, the magnitudes and directions of...
13.8K
Symmetric Member in Bending
166
In the study of the mechanics of materials, analyzing the behavior of prismatic members under opposing couples is crucial for understanding internal stress distributions, which are essential for structural design. When subjected to couples, a prismatic member experiences internal forces that maintain equilibrium. A couple, characterized by two equal and opposite forces, creates a moment but no resultant force. The internal forces at any section cut of the member must balance these external...
166
Gauss's Law: Cylindrical Symmetry
7.5K
A charge distribution has cylindrical symmetry if the charge density depends only upon the distance from the axis of the cylinder and does not vary along the axis or with the direction about the axis. In other words, if a system varies if it is rotated around the axis or shifted along the axis, it does not have cylindrical symmetry. In real systems, we do not have infinite cylinders; however, if the cylindrical object is considerably longer than the radius from it that we are interested in,...
7.5K


