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相关概念视频

Non-inertial Frames of Reference01:27

Non-inertial Frames of Reference

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A reference frame accelerating or decelerating relative to an inertial frame is a non-inertial frame. To help understand this, consider what taking off in an airplane, turning a corner in a car, riding a merry-go-round, and the circular motion of a tropical cyclone all have in common. All these systems are accelerating, decelerating, or rotating relative to the Earth; hence, they all are non-inertial frames. All these systems exhibit inertial forces, which merely seem to arise from motion,...
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Collisions in Multiple Dimensions: Problem Solving01:06

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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.
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Inertial Frames of Reference01:03

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Newton’s first law is usually considered to be a statement about reference frames. It provides a method for identifying a special type of reference frame: the inertial reference frame. In principle, we can make the net force on a body zero. If its velocity relative to a given frame is constant, then that frame is said to be inertial. So, by definition, an inertial reference frame is a reference frame where Newton's first law holds valid. Newton's first law applies to objects with...
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The Scope of Physics01:17

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Physics is concerned with the interactions of energy, matter, space, and time, in order to discover the underlying mechanisms that underpin all phenomena. The word "physics" comes from the Greek word "phúsis", which means nature. Physics seeks to comprehend the natural world around us at its most fundamental level. It emphasizes the use of quantitative laws to do this, which could be valuable in other fields that want to push the performance boundaries of present...
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Although black holes were theoretically postulated in the 1920s, they remained outside the domain of observational astronomy until the 1970s.
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Gauss's Law: Problem-Solving01:10

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Gauss's law helps determine electric fields even though the law is not directly about electric fields but electric flux. In situations with certain symmetries (spherical, cylindrical, or planar) in the charge distribution, the electric field can be deduced based on the knowledge of the electric flux. In these systems, we can find a Gaussian surface S over which the electric field has a constant magnitude. Furthermore, suppose the electric field is parallel (or antiparallel) to the area vector...
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非局部注意力操作员:将隐藏的知识物质化为可解释的物理学发现.

Yue Yu1, Ning Liu2, Fei Lu3

  • 1Department of Mathematics, Lehigh University, Bethlehem, PA 18015, USA.

Advances in neural information processing systems
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此摘要是机器生成的。

我们介绍了非局部注意操作员 (NAO),这是一个用于建模复杂物理系统的新型神经网络架构. 纳奥利用注意力机制有效地解决错误的部分微分方程反向问题,证明了卓越的概括性.

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科学领域:

  • 人工智能的人工智能
  • 计算物理 计算物理
  • 机器学习 机器学习

背景情况:

  • 基于注意力的神经网络在NLP和CV中很受欢迎,但在物理系统中未得到充分探索.
  • 物理系统的建模包括在函数空间之间发现运算符,这往往导致错误的PDE反向问题.

研究的目的:

  • 为基础物理建模提出一种新的神经操作员架构,即非局部注意操作员 (NAO).
  • 探索注意力机制在解决不良情况的逆PDE问题的能力.

主要方法:

  • 在注意力机制的基础上开发了非局部注意力运算符 (NAO).
  • 证明了注意力机制作为一个双重的整体操作员,使非局部交互.
  • 展示了NAO编码规范化的能力,并实现逆PDE问题的概括性.

主要成果:

  • 在反向PDE问题中,NAO有效地解决了不良位置和排名缺陷.
  • 在NAO中的注意力机制提取全球先前信息,并通过非线性内核地图提出一个探索空间.
  • 与基线神经模型相比,经验证明了NAO对未见的数据分辨率和系统状态的优越通用性.

结论:

  • NAO提供了一种新的神经运算符架构,用于学习物理系统的可解释基础模型.
  • 这项研究为理解物理系统建模的背景下注意力机制提供了新的视角.