粒子物理学のエネルギーと強度の境界にある機械学習
Alexander Radovic1, Mike Williams2, David Rousseau3
1College of William and Mary, Williamsburg, VA, USA. aradovic@wm.edu.
Nature
|August 3, 2018
まとめ
機械学習は 粒子物理学に革命を起こし 科学者が高エネルギー実験から 膨大なデータセットを 解釈できるようにしています これは基本的な粒子物理学と将来の研究のための発見の可能性を高めます.
科学分野:
- 粒子物理学
- 高エネルギー物理学
- 基本的な相互作用
背景:
- 粒子物理学の標準モデルは,基本的な粒子と相互作用を記述しています.
- 実験にはより高いエネルギーと強度が必要で 大量のデータセットを生成します
- 大規模なデータセットの解釈は 粒子物理学の進歩に不可欠です
研究 の 目的:
- 粒子物理学における機械学習の課題と機会をまとめます
- 実験データを分析する機械学習の役割を強調する.
- 機械学習が将来の発見に与える影響について議論します
主な方法:
- 機械学習技術をデータ分析に活用する.
- 大規模で情報豊富なデータサンプルを 解釈するために高度なアルゴリズムを適用します
- 高エネルギー物理実験の 計算力を活用する
主要な成果:
- 機械学習は素粒子物理学のデータの解釈を大幅に改善します
- 現在と将来の実験のための発見の可能性を高めます.
- 基本科学のデータ分析に革命を起こしました
結論:
- 機械学習は 粒子物理学の研究の将来に不可欠です
- 機械学習の効果を最大限に高めるでしょう
- 人工知能の継続的な統合は 基本的な粒子を理解する上で 飛躍的な進歩をもたらすでしょう
さらに関連する動画
09:34A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data
Published on: September 25, 2021
4.5K
07:15Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
Published on: August 16, 2020
7.5K
関連する概念動画
Basic Postulates of Kinetic Molecular Theory: Particle Size, Energy, and Collision
37.9K
The ideal-gas equation, which is empirical, describes the behavior of gases by establishing relationships between their macroscopic properties. For example, Charles’ law states that volume and temperature are directly related. Gases, therefore, expand when heated at constant pressure. Although gas laws explain how the macroscopic properties change relative to one another, it does not explain the rationale behind it.
37.9K
Light as Energy
96.0K
The energy required to carry out photosynthesis is light— typically electromagnetic radiation from the sun. The range of all possible wavelengths is known as the electromagnetic spectrum.
Photons
A photon is a discrete electromagnetic particle or bundle of energy. Photons are characterized by their frequency, wavelength, and amplitude, similar to the properties of a wave. Waves with higher frequencies transmit more energy and have shorter wavelengths than longer wavelengths that transmit...
Photons
A photon is a discrete electromagnetic particle or bundle of energy. Photons are characterized by their frequency, wavelength, and amplitude, similar to the properties of a wave. Waves with higher frequencies transmit more energy and have shorter wavelengths than longer wavelengths that transmit...
96.0K
Kinetic Energy
43.5K
Kinetic energy is the ability of an object in motion to do work or enact change. It can take on many forms. For instance, water flowing down a waterfall has kinetic energy. In biological systems, particles of light travel and are absorbed by plants to create chemical energy. Animals consume the chemical energy and give off molecules that carry their scent through the air. They also generate kinetic energy when they run away from predators. Entire systems also possess kinetic energy, like the...
43.5K
What is Energy?
59.2K
The universe is composed of matter in different forms, and all forms of matter contain energy. The different forms of energy on Earth originate from the Sun — the ultimate energy source. Plants capture light energy from the Sun, and, via the process of photosynthesis, convert it into chemical energy. This stored energy from plants can be harnessed in many ways. For example, eating plant products as food provides energy for our body to function, and burning wood or coal (fossilized...
59.2K
Machines
579
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
579
Nuclear Binding Energy
14.8K
The difference between the calculated and experimentally measured masses is known as the mass defect of the atom. In the case of helium-4, the mass defect indicates a “loss” in mass of 4.0331 amu – 4.0026 amu = 0.0305 amu. The loss in mass accompanying the formation of an atom from protons, neutrons, and electrons is due to the conversion of that mass into energy that is evolved as the atom forms. The nuclear binding energy is the energy produced when the atoms’ nucleons are bound...
14.8K
