相关实验视频
Updated: Jul 12, 2025

10:32
Image-based Lagrangian Particle Tracking in Bed-load Experiments
Published on: July 20, 2017
9.0K
提取单粒子轨迹的隐性特征,使用历史经验学习
Yongyu Zhang1, Feng Ge1, Xijian Lin1
1Department of Chemistry, Tsinghua University, Beijing, P.R. China.
Biophysical journal
|October 27, 2023
概括
我们开发了Deep-SEES,这是一种新的数据驱动方法,用于分析单粒子跟踪数据. 这种方法有效地识别了复杂系统中的动态状态变化,即使有噪音轨迹.
科学领域:
- 物理 物理学 物理
- 生物物理学的生物物理.
- 材料科学 材料科学 材料科学
背景情况:
- 单粒子追踪 (SPT) 对于复杂系统的实时,现场定量研究至关重要.
- 由于噪音和样本不足的轨迹,分析SPT数据具有挑战性,阻碍了对动态状态变化的推断.
研究的目的:
- 引入一种数据驱动的方法,Deep-SEES,用于利用历史经验学习提取子轨迹特征.
- 为了使基本状态从噪音很大的SPT轨迹有效细分,而无需对粒子动力学事先的了解.
主要方法:
- 开发了一个单粒子跟踪分析管道的自我监督架构.
- 实现了一种自动搜索隐藏空间以提取特征的方法.
- 在模拟和实验噪声轨迹数据上验证了方法.
主要成果:
- 深海探测器准确地捕捉了粒子轨迹中的稳定状态和动态交换机.
- 该方法在推断高度随机系统中的运动状态方面优于常见的无监督方法.
- 在各种杂的模拟和实验数据集上展示了成功的应用.
结论:
- Deep-SEES提供了一个强大的解决方案,用于分析使用SPT数据的复杂动态系统.
- 自生成的潜伏特征增强了对复杂系统行为的理解,估计和预测.
- 这种方法对于研究纳米粒子,酶和相分离现象至关重要.
相关概念视频
Extraction: Advanced Methods
463
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is...
463
Purposive Learning
123
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
123
Electron Microscope Tomography and Single-particle Reconstruction
2.4K
Transmission electron microscopy (TEM) can be used to determine the 3D structure of biological samples with the help of techniques such as electron microscope tomography and single-particle reconstruction. While single-particle reconstruction can examine macromolecules and macromolecular complexes in vitro conditions only, tomography permits the study of cell components or small cells in vivo.
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
2.4K

