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相关概念视频

Composite Bodies00:55

Composite Bodies

1.0K
A composite body is a body made up of multiple parts, connected to form a larger, unified object. Each part has its own weight and center of gravity, which must be considered to determine the center of gravity of the composite body. In cases where the density or specific weight is constant, the center of gravity coincides with the centroid.
Composite bodies have widespread applications in mechanical engineering, from automobiles to aircraft to rockets. For example, an automobile wheel comprises...
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Three-Dimensional Force System:Problem Solving01:30

Three-Dimensional Force System:Problem Solving

667
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
667
Principle of Virtual Work: Problem Solving01:13

Principle of Virtual Work: Problem Solving

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The principle of virtual work is an essential concept in the field of mechanics and engineering. This is used to solve problems related to the equilibrium of a structure or system. It is based on the assumption that if a system is in equilibrium, the work done by all the forces during a virtual displacement is zero. This principle is applied by considering virtual displacements of the system and the corresponding work done by internal and external forces.
To apply the principle of virtual work,...
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Collisions in Multiple Dimensions: Problem Solving01:06

Collisions in Multiple Dimensions: Problem Solving

4.2K
In multiple dimensions, the conservation of momentum applies in each direction independently. Hence, to solve collisions in multiple dimensions, we should write down the momentum conservation in each direction separately. To help understand collisions in multiple dimensions, consider an example.
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
4.2K
Predicting Molecular Geometry02:27

Predicting Molecular Geometry

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VSEPR Theory for Determination of Electron Pair Geometries
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The Aufbau Principle and Hund's Rule03:02

The Aufbau Principle and Hund's Rule

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To determine the electron configuration for any particular atom, we can build the structures in the order of atomic numbers. Beginning with hydrogen, and continuing across the periods of the periodic table, we add one proton at a time to the nucleus and one electron to the proper subshell until we have described the electron configurations of all the elements. This procedure is called the aufbau principle, from the German word aufbau (“to build up”). Each added electron occupies the...
48.9K

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Updated: Jul 6, 2025

Advanced Compositional Analysis of Nanoparticle-polymer Composites Using Direct Fluorescence Imaging
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通过基于物理的人工智能加速构成复杂材料的设计.

Dierk Raabe1, Jaber Rezaei Mianroodi2, Jörg Neugebauer3

  • 1Max-Planck-Institut für Eisenforschung, Düsseldorf, Germany. d.raabe@mpie.de.

Nature computational science
|January 4, 2024
PubMed
概括

由于巨大的化学可能性和有限的AI数据,发现新材料是很困难的. 结合物理和人工智能的混合方法为加速材料发现提供了有希望的途径.

科学领域:

  • 材料科学 材料科学 材料科学
  • 计算化学计算化学
  • 人工智能的人工智能

背景情况:

  • 材料设计的化学空间几乎是无限的,阻碍了基于物理的传统建模以破坏性进步.
  • 当前的人工智能 (AI) 方法面临挑战,原因是培训数据稀少,用于建立组成-结构-属性关系.

研究的目的:

  • 探索发现新型,化学复杂材料的机会.
  • 解决材料设计中传统和仅基于人工智能的方法的局限性.

主要方法:

  • 讨论混合方法,将基于物理的规律与人工智能相结合.
  • 利用人工智能更有效地导航广的化学空间.

主要成果:

  • 确定混合物理-人工智能方法作为材料发现的可行策略.
  • 强调了人工智能在材料科学中克服数据稀疏性挑战的潜力.

结论:

  • 结合物理和人工智能的混合方法显示了加速新材料发现的重大前景.
  • 将已确立的物理原理与人工智能集成,可以在材料设计中打开新的前沿.

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