相关实验视频
Updated: Jun 12, 2025

08:57
Optical Trap Loading of Dielectric Microparticles In Air
Published on: February 5, 2017
9.0K
两个质量不平衡的原子在一个硬墙陷:深度学习多体系统的整合性
Liheng Lang1, Qichen Lu1, C M Dai1
1Zhejiang Key Laboratory of Quantum State Control and Optical Field Manipulation, Department of Physics, <a href="https://ror.org/03893we55">Zhejiang Sci-Tech University</a>, 310018 Hangzhou, China.
Physical review. E
|September 19, 2024
概括
研究人员使用能量水平统计和深度学习分析了质量不平衡的两体系统. 一个卷积神经网络准确地识别了可集成和不可集成的系统,发现了一个新的可集成质量比.
科学领域:
- 量子力学就是量子力学.
- 统计物理学的统计物理.
- 计算物理学的计算物理.
背景情况:
- 在多体物理学中,可整合系统至关重要.
- 在质量不平衡系统中理解可集成性是具有挑战性的.
- 分析可整合性的传统方法可能是计算密集的.
研究的目的:
- 分析一个质量不平衡的两体系统的整合性.
- 开发一种机器学习方法来识别可集成和不可集成的系统.
- 探索深度学习在发现新的可集成系统方面的潜力.
主要方法:
- 涉及能源水平统计的数值实验.
- 配合布罗迪分布的水平间距分布.
- 在波函数概率密度图像上开发和训练一个卷积神经网络 (CNN).
- 采用对抗式学习来提高网络的稳定性.
主要成果:
- 基于布罗迪分布参数的临界线 (ω=0) 将可整合和不可整合的质量比分开来.
- CNN准确地识别了可整合性过渡点,准确度高,计算时间缩短.
- 一个新的可整合质量比 (1/3) 被CNN以98.22%的信心发现.
- 敌对学习提高了网络对干扰的弹性.
结论:
- 深度学习提供了一种高效准确的方法来分析量子系统的整合性.
- 开发的CNN可以识别已知的可集成系统并发现新的系统.
- 这项研究提供了一种新的方法来探索复杂的多体物理问题.
相关概念视频
Mass Analyzers: Common Types
579
The quadrupole mass analyzer consists of four cylindrical metal rods arranged in a diamond carrying a DC voltage and a radio-frequency AC voltage. The motion of ions through the quadrupole depends on the field strength, causing only ions of a certain m/z to resonate successfully and strike the detector at a given field strength. Though the transmission rate for these analyzers is high, the exact elemental composition of the sample is not determined because of low resolution; however, they are...
579
First Law: Particles in One-dimensional Equilibrium
6.8K
Newton's first law of motion states that a body at rest remains at rest, or if in motion, remains in motion at constant velocity, unless acted on by a net external force. It also states that there must be a cause for any change in velocity (a change in either magnitude or direction) to occur. This cause is a net external force. For example, consider what happens to an object sliding along a rough horizontal surface. The object quickly grinds to a halt, due to the net force of friction. If...
6.8K
First Law: Particles in Two-dimensional Equilibrium
5.0K
Recall that a particle in equilibrium is one for which the external forces are balanced. Static equilibrium involves objects at rest, and dynamic equilibrium involves objects in motion without acceleration; but it is important to remember that these conditions are relative. For instance, an object may be at rest when viewed from one frame of reference, but that same object would appear to be in motion when viewed by someone moving at a constant velocity.
Newton's first law tells us about...
Newton's first law tells us about...
5.0K
Equilibrium Conditions for a Particle
1.1K
When an object is in equilibrium, it is either at rest or moving with a constant velocity. There are two types of equilibrium: static and dynamic. Static equilibrium occurs when an object is at rest, while dynamic equilibrium occurs when an object is moving with a constant velocity. In both cases, there must be a balance of forces acting on the object.
To understand the concept of equilibrium, let us first consider the forces acting on an object. When different forces act on an object, they can...
To understand the concept of equilibrium, let us first consider the forces acting on an object. When different forces act on an object, they can...
1.1K
Mass Analyzers: Overview
615
The mass analyzer is a crucial component of the mass spectrometer. In the ionization chamber, the vaporized sample is bombarded with a high-energy electron beam to generate a radical cation and further fragment into neutral molecules, radicals, and cations. A series of negatively charged accelerator plates accelerate the cations into the mass analyzer. The mass analyzer separates ions according to their mass-to-charge (m/z) ratios and then directs them to the detector. The common types of mass...
615
The Quantum-Mechanical Model of an Atom
42.1K
Shortly after de Broglie published his ideas that the electron in a hydrogen atom could be better thought of as being a circular standing wave instead of a particle moving in quantized circular orbits, Erwin Schrödinger extended de Broglie’s work by deriving what is now known as the Schrödinger equation. When Schrödinger applied his equation to hydrogen-like atoms, he was able to reproduce Bohr’s expression for the energy and, thus, the Rydberg formula governing hydrogen spectra.
42.1K

