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相关概念视频

Dielectric Polarization in a Capacitor01:31

Dielectric Polarization in a Capacitor

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The presence of a dielectric medium in a capacitor not only changes the voltage and capacitance but also affects the electric field. In general, dielectrics can be of two types: polar and nonpolar. In a polar dielectric, the positive and negative charges in the molecules are separated by a distance and hence have a permanent dipole moment. In contrast, no such charge separation exists in a nonpolar dielectric, however the nonpolar molecules get polarized in the presence of an external electric...
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Induced Electric Dipoles01:28

Induced Electric Dipoles

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A permanent electric dipole orients itself along an external electric field. This rotation can be quantified by defining the potential energy because the external torque does work in rotating it. Then, the potential energy is minimum at the parallel configuration and maximum at the antiparallel configuration. While the former is a stable equilibrium, the latter is an unstable equilibrium.
Since the absolute value of potential energy holds no physical meaning, its zero value can be chosen as per...
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Potential Due to a Polarized Object01:29

Potential Due to a Polarized Object

697
A neutral atom consists of a positively charged nucleus surrounded by a negatively charged electron cloud. When placed in an external electric field, the external electric force pulls the electrons and nucleus apart, opposite to the intrinsic attraction between the nucleus and the electrons. The opposing forces balance each other with a slight shift between the center of masses of the nucleus and the electron cloud, resulting in a polarized atom. On the other hand, a few molecules, like water,...
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Electrostatic Boundary Conditions in Dielectrics01:27

Electrostatic Boundary Conditions in Dielectrics

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When an electric field passes from one homogeneous medium to another, crossing the boundary between the two mediums imparts a discontinuity in the electric field. This results in electrostatic boundary conditions that depend on the type of mediums the field propagates through.
Consider a case where both the mediums across a boundary are two different dielectric materials. Recall that the electric field and electric displacement are proportional and related through the material's permittivity....
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Biasing of Metal-Semiconductor Junctions01:27

Biasing of Metal-Semiconductor Junctions

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Biasing metal-semiconductor junctions involves applying a voltage across the junction. Specifically, the metal is connected to a voltage source, while the semiconductor is grounded. This technique is essential for controlling the direction and magnitude of current flow in electronic devices, including diodes, transistors, and photovoltaic cells.
In Schottky junctions, where the semiconductor is n-type, applying a positive voltage to the metal relative to the semiconductor reduces its Fermi...
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Ampere-Maxwell's Law: Problem-Solving01:17

Ampere-Maxwell's Law: Problem-Solving

1.0K
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
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相关实验视频

Updated: Jan 7, 2026

Using Microwave and Macroscopic Samples of Dielectric Solids to Study the Photonic Properties of Disordered Photonic Bandgap Materials
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通过统计机器学习来设计强度合的极子结构.

Yang Yang1, Xiangdong Guo2, Shu Zhang3

  • 1School of Statistics and Data Science, Nankai University, Tianjin 300071, China.

Proceedings of the National Academy of Sciences of the United States of America
|December 16, 2025
PubMed
概括

一个新的混合机器学习 (ML) 框架准确地预测光子学中的强弱合过渡. 这使得可用于能源和信息应用的极立声器件的高效设计成为可能.

关键词:
混合机器学习是混合机器学习.纳米光子材料是一种纳米材料.强烈合的结构结构.不确定性量化不确定性量化

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Automation of Mode Locking in a Nonlinear Polarization Rotation Fiber Laser through Output Polarization Measurements
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Using Microwave and Macroscopic Samples of Dielectric Solids to Study the Photonic Properties of Disordered Photonic Bandgap Materials
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科学领域:

  • 光子学和材料科学 材料科学
  • 量子光学是一种量子光学.
  • 机器学习应用 机器学习应用

背景情况:

  • 强合光子学对于能量转换和信息处理至关重要.
  • 由于测量衰变因子的困难,设计强度合的极子结构具有挑战性.
  • 传统的方法与这些复杂系统的可扩展和有效设计作斗争.

研究的目的:

  • 开发一种新的混合机器学习 (ML) 框架,用于精确确定强弱合过渡边界.
  • 通过稀疏的数据,实现高效的大规模设计强度合的极子结构.
  • 克服传统方法在预测合制度方面的局限性.

主要方法:

  • 在混合机器学习框架中整合基于物理的建模与不确定性量化.
  • 精确确定合过渡边界,即使有不可访问的衰变因子.
  • 利用稀疏的数据来有效和可扩展的设计极子结构.

主要成果:

  • 与传统模拟相比,实现了大约10^4倍的计算加速度.
  • 成功设计并实验验证了一种六边形化 (hBN) 极立子合结构,表现出强合.
  • 证明了强弱合过渡边界的准确确定.

结论:

  • 拟议的混合ML框架为强度合的光子设备提供了可通用的优化方法.
  • 这种方法促进了用于先进应用的极子结构的高效设计.
  • 开辟了极子增强能量转换和光学信息调制的新途径.