用生成分类器绘制相位图
Julian Arnold1, Frank Schäfer2, Alan Edelman2,3
1Department of Physics, University of Basel, Klingelbergstrasse 82, 4056 Basel, Switzerland.
Physical review letters
|June 3, 2024
概括
本研究引入了一种新的生成分类器方法,用于自动确定物理中的相位图. 这种方法通过建模测量统计数据,减少了对人类直觉的需求,适用于经典和量子系统.
科学领域:
- 物理 物理学 物理
- 统计物理 统计物理
- 量子物理学 量子物理学 是一种量子物理学.
- 机器学习 机器学习
背景情况:
- 确定相位图在多体物理学中至关重要,但往往需要显著的人类直觉.
- 传统的分类方法使用歧视性模型,这些模型可能对物理系统来说不是最佳的.
研究的目的:
- 开发一个自动化框架用于相位图的确定.
- 为了证明生成分类器对物理问题的有效性.
主要方法:
- 框架阶段图的确定作为分类任务.
- 使用基于测量统计数据的概率模型的生成分类器.
- 将机器学习的进步应用于物理系统.
主要成果:
- 生成分类器非常适合阶段分类问题.
- 拟议的框架允许在最小的人类监督下自主确定相位图.
- 在经典平衡系统和量子基本状态上证明了成功的应用.
结论:
- 生成分类提供了一个强大的,数据驱动的方法来绘制物理相位图.
- 这种方法将统计学和量子物理学的概念与机器学习相结合.
- 该框架显著减少了在相位图分析中对人类专业知识的依赖.
更多相关视频
10:08Phase Behavior of Charged Vesicles Under Symmetric and Asymmetric Solution Conditions Monitored with Fluorescence Microscopy
Published on: October 24, 2017
9.2K
12:18Pore-scale Imaging and Characterization of Hydrocarbon Reservoir Rock Wettability at Subsurface Conditions Using X-ray Microtomography
Published on: October 21, 2018
13.9K
相关概念视频
Phase Diagrams
40.5K
A phase diagram combines plots of pressure versus temperature for the liquid-gas, solid-liquid, and solid-gas phase-transition equilibria of a substance. These diagrams indicate the physical states that exist under specific conditions of pressure and temperature and also provide the pressure dependence of the phase-transition temperatures (melting points, sublimation points, boiling points). Regions or areas labeled solid, liquid, and gas represent single phases, while lines or curves represent...
40.5K
Classification of Systems-I
179
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
179
Classification of Systems-II
140
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
140
Phase Transitions: Vaporization and Condensation
17.5K
The physical form of a substance changes on changing its temperature. For example, raising the temperature of a liquid causes the liquid to vaporize (convert into vapor). The process is called vaporization—a surface phenomenon. Vaporization occurs when the thermal motion of the molecules overcome the intermolecular forces, and the molecules (at the surface) escape into the gaseous state. When a liquid vaporizes in a closed container, gas molecules cannot escape. As these gas phase...
17.5K
Phase Transitions: Sublimation and Deposition
17.1K
Some solids can transition directly into the gaseous state, bypassing the liquid state, via a process known as sublimation. At room temperature and standard pressure, a piece of dry ice (solid CO2) sublimes, appearing to gradually disappear without ever forming any liquid. Snow and ice sublimate at temperatures below the melting point of water, a slow process that may be accelerated by winds and the reduced atmospheric pressures at high altitudes. When solid iodine is warmed, the solid sublimes...
17.1K
pV-Diagrams
4.1K
The pV diagram, which is a graph of pressure versus volume of the gas under study, is helpful in describing certain aspects of the substance. When the substance behaves like an ideal gas, the ideal gas equation describes the relationship between its pressure and volume. On a pV diagram, it is common to plot an isotherm, which is a curve showing p as a function of V with the number of molecules and the temperature fixed. Then, for an ideal gas, the product of the pressure of the gas and its...
4.1K
