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相关概念视频

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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Humans have been making ships, shelters, pyramids, weapons, agricultural equipment, and many more items without recording the process or theory behind them for centuries. It would be challenging to document the evolution of mechanics from its origin to the present.
According to records, the history of mechanics starts with Aristotle (384–322 BC). He related mechanics to physical theory, aiming for a universal synthesis.
Newton defined mechanics as the branch of physical science that...
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Indeterminate structures refer to structures where internal forces and reactions cannot be determined using only the equations of static equilibrium.  Indeterminate structures have more unknown forces and reaction forces than equations of static equilibrium that can be used to determine them. Indeterminate structures are often used in engineering to create complex, efficient, and aesthetically pleasing structures. There are various types of indeterminate structures used in engineering and...
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Models, Theories, and Laws01:16

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Scientists frequently use models to help them comprehend a specific collection of phenomena. In physics, a model is a condensed version of a physical system that is too complex to study thoroughly. One such example is the light wave model; unlike water waves, light waves are typically invisible to us. Nonetheless, it is helpful to think of light as being composed of waves, since investigations show that light behaves like water waves. Since it is impossible to visually see what is genuinely...
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The perpendicular-axis theorem states that the moment of inertia of a planar object about an axis perpendicular to its plane is equal to the sum of the moments of inertia about two mutually perpendicular concurrent axes lying in the plane of the body.
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In the context of a system of particles moving relative to an inertial frame of reference, the equation of motion is a crucial tool for understanding the dynamics of the system. This equation, which accounts for external forces acting on each particle, plays a fundamental role in describing the system's behavior.
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主题号"基于物理的机器学习及其结构完整性应用 (第二部分) "的序言.

Shun-Peng Zhu1, Abílio M P De Jesus2, Filippo Berto3

  • 1School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu 611731, People's Republic of China.

Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
|November 19, 2023
PubMed
概括

基于物理的机器学习通过克服数据限制提供了新的工程解决方案. 这种方法提高了结构完整性分析的高精度和效率.

关键词:
失效机制建模失效机制建模机器学习是机器学习.基于物理的机器学习.预后和健康管理.结构完整性的结构完整性.

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科学领域:

  • 工程 工程师 工程师 工程师
  • 机器学习 机器学习
  • 物理 物理学 物理

背景情况:

  • 纯数据驱动的机器学习方法在工程应用中面临挑战,包括缺乏可解释性和重大数据要求.
  • 新兴的基于物理的机器学习 (PIML) 为智能工程问题解决提供了一个有希望的替代方案.
  • 这项研究是专题号的一部分,专注于PIML及其在结构完整性中的应用.

研究的目的:

  • 探索基于物理的机器学习在工程问题上的潜力.
  • 展示PIML在结构完整性的实际应用.
  • 突出PIML在传统数据驱动方法上的优势.

主要方法:

  • 将物理定律和原理集成到机器学习算法中.
  • 开发和应用基于知识的机器学习模型.
  • 案例研究侧重于使用PIML进行结构完整性分析.

主要成果:

  • PIML方法显示出解决复杂工程问题的巨大潜力,并提高了精度.
  • 在结构完整性应用中通过PIML证明了高效率.
  • 通过结合物理知识,克服纯数据驱动方法的局限性.

结论:

  • 基于物理的机器学习是智能工程未来的关键研究方向.
  • 在结构完整性方面,PIML提供了一个强大的框架,用于准确和高效的解决方案.
  • 基于知识的机器学习将对未来的工程研究产生深远的影响.