用基于标量级的机器学习模型表示球形张量
1Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland.
The Journal of chemical physics
|October 23, 2025
概括
本研究引入了对等变量模型的新方法,简化了在3D点云中的旋转对称性学习. 该方法将学习分为标量函数和固定几何项,提供计算效率.
科学领域:
- 物理 物理学 物理
- 计算化学的计算化学
- 材料科学 材料科学 材料科学
背景情况:
- 旋转对称性对于理解跨尺度的3D对象属性至关重要.
- 同等变量模型使用球形张量器确保与旋转组结构的一致性.
- 当前的方法面临着计算挑战和实施复杂性.
研究的目的:
- 开发一种更易于计算的方法,用于学习3D点云中的旋转对称性.
- 通过将等价函数表达为标量函数和张量基的积分来探索一种新的方法.
- 调查学习的分离到可学习的标量和固定几何术语.
主要方法:
- 代表等价函数作为标量函数的乘积和对称张量函数的基础.
- 将等价性质的学习分解为可学习的标量级和从原子间向量推导出的固定几何项.
- 开发用于实际,高效和准确实施的近似方法.
主要成果:
- 证明学习等同变量属性可以分为可学习的标量级和固定几何组件.
- 拟议的近似计算速度快,简单实施,准确.
- 展示了一个可行的替代方案,以计算要求完全等价或不受约束的模型.
结论:
- 拟议的方法提供了一种高效和实用的方法,用于将旋转对称性纳入3D点云分析中.
- 这种技术平衡了对称性坚持的需要和计算可行性.
- 这些发现为科学应用中更容易获得和可扩展的等同变量深度学习模型铺平了道路.
更多相关视频
06:19Constructing and Visualizing Models using Mime-based Machine-learning Framework
Published on: July 22, 2025
2.3K
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.6K
相关概念视频
Spherical Coordinates
14.7K
Spherical coordinate systems are preferred over Cartesian, polar, or cylindrical coordinates for systems with spherical symmetry. For example, to describe the surface of a sphere, Cartesian coordinates require all three coordinates. On the other hand, the spherical coordinate system requires only one parameter: the sphere's radius. As a result, the complicated mathematical calculations become simple. Spherical coordinates are used in science and engineering applications like electric and...
14.7K
Scalar and Vector Triple Products
4.2K
Two vectors can be multiplied using a scalar product or a vector product. The resultant of a scalar product is scalar, while with vector products, the resultant is a vector. These rules of the scalar or vector product between two vectors can be applied to multiple vectors to obtain meaningful combinations. The scalar triple product is the dot product of a vector with the cross product of two vectors.
The scalar triple product is the dot product of a vector with the cross product of two vectors....
The scalar triple product is the dot product of a vector with the cross product of two vectors....
4.2K
Gauss's Law: Spherical Symmetry
9.0K
A charge distribution has spherical symmetry if the density of charge depends only on the distance from a point in space and not on the direction. In other words, if the system is rotated, it doesn't look different. For instance, if a sphere of radius R is uniformly charged with charge density ρ0, then the distribution has spherical symmetry. On the other hand, if a sphere of radius R is charged so that the top half of the sphere has a uniform charge density ρ1 and the bottom half has a...
9.0K
Gauss's Law: Cylindrical Symmetry
9.3K
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,...
9.3K
Cartesian Form for Vector Formulation
1.1K
The Cartesian form for vector formulation is a process to calculate the moment of force using the position and force vectors. The moment of force is defined as the cross-product of these vectors, making it a vector quantity. The Cartesian form of the position and force vectors involves unit vectors, which can be used to express the cross-product in determinant form.
1.1K
Scalar and Vectors
2.0K
In mechanics, commonly used terms like force, speed, velocity, and work can be classified as either scalar or vector quantities. A scalar is a physical quantity that can be described by its magnitude alone and does not require any directional components. Examples of scalar quantities are mass, area, and length.
Scalar quantities with the same physical units can be added or subtracted according to the usual algebra rules for numbers. For example, a class ending 10 min earlier than 50 min lasts...
Scalar quantities with the same physical units can be added or subtracted according to the usual algebra rules for numbers. For example, a class ending 10 min earlier than 50 min lasts...
2.0K
