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相关概念视频

Conformations of Butane02:20

Conformations of Butane

14.8K
Unlike ethane and propane that have only two major conformations, butane has more than two conformers. The staggered form of butane in which the bulky methyl groups on the two carbons are placed on opposite sides, that is, at a dihedral angle of 180°, is the lowest energy, most stable form — called the anti conformer. This conformation is stabilized due to the absence of steric repulsion between the largely spaced out methyl groups. The other two staggered conformations are...
14.8K
Conformations of Ethane and Propane02:18

Conformations of Ethane and Propane

14.5K
In an organic molecule, free rotation about the carbon-carbon single bond results in energetically different conformers of the molecule. Due to this rotation, called the internal rotation, ethane has two major conformations — staggered and eclipsed.
Staggered conformation is a low energy and more stable conformation with the C-H bonds on the front carbon placed at 60°dihedral angles relative to the C-H bonds on the back carbon, leading to a reduced torsional strain. In staggered...
14.5K
Conformations of Cycloalkanes02:29

Conformations of Cycloalkanes

12.2K
Adolf von Baeyer attempted to explain the instabilities of small and large cycloalkane rings using the concept of angle strain — the strain caused by the deviation of bond angles from the ideal 109.5° tetrahedral value for sp3  hybridized carbons. However, while cyclopropane and cyclobutane are strained, as expected from their highly compressed bond angles, cyclopentane is more strained than predicted, and cyclohexane is virtually strain-free. Hence, Baeyer’s theory that...
12.2K
¹H NMR of Conformationally Flexible Molecules: Temporal Resolution00:52

¹H NMR of Conformationally Flexible Molecules: Temporal Resolution

915
At room temperature, the chair conformer of cyclohexane undergoes rapid ring flipping between two equivalent chair conformers at a rate of approximately 105 times per second. These two chair conformers are in equilibrium. The rapid ring flipping results in the interconversion of the axial proton to an equatorial proton and an equatorial to the axial proton. Such interconversions are too rapid and cannot be detected on the NMR timescale. Hence, the NMR spectrometer cannot distinguish between the...
915
¹H NMR of Conformationally Flexible Molecules: Variable-Temperature NMR01:15

¹H NMR of Conformationally Flexible Molecules: Variable-Temperature NMR

1.2K
The axial and equatorial protons in cyclohexane can be distinguished by performing a variable-temperature NMR experiment. In this process, except for one proton, the remaining eleven protons are replaced by deuterium. The deuterium substitution avoids the possible peak splitting caused by the spin-spin coupling between the adjacent protons. The remaining proton flips between the axial and equatorial positions.
1.2K
Conformations of Cyclohexane02:11

Conformations of Cyclohexane

13.0K
Cyclohexane does not exist in a planar form due to the high angle and torsional strain it would experience in the planar structure. Instead, it adopts non-planar chair and boat conformations.
The chair form is the most stable and derives its name from its resemblance to the “easy chair.” In the chair conformation, two carbon atoms are arranged out-of-plane — one above and one below, minimizing the torsional strain. In the chair form, the bond angle is very close to the ideal...
13.0K

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相关实验视频

Updated: Sep 10, 2025

Methods for Detecting Cough and Airway Inflammation in Mice
04:33

Methods for Detecting Cough and Airway Inflammation in Mice

Published on: August 2, 2024

754

基于符合BiLSTM模型的咳检测方法

Wenlong Xu1, Hangrui Zhang1, Chen Pan1

  • 1College of Information Engineering, China Jiliang University, Hangzhou, Zhejiang, People's Republic of China.

Biomedical physics & engineering express
|August 27, 2025
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种混合适应器和双向长期记忆 (BiLSTM) 网络,用于准确检测咳声音. 该模型精确识别咳事件,改善呼吸道疾病分析.

关键词:
符合标准的模型咳检测器深度学习多头注意力剩余连接

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Author Spotlight: Advancements in the Fabrication of Synthetic Vocal Fold Models for Phonetic and Robotic Applications
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科学领域:

  • 计算语言学
  • 生物医学信号处理
  • 医疗保健中的机器学习

背景情况:

  • 咳检测对于诊断呼吸系统疾病至关重要.
  • 手动分类咳声音是耗时且主观的.
  • 由于环境和设备的变化,现实咳记录存在检测挑战.

研究的目的:

  • 开发一种自动化和准确的咳声音事件检测方法.
  • 提高咳分析的效率和客观性.
  • 通过各种现实世界音频数据来检测咳的困难.

主要方法:

  • 一个混合模型结合了符合规范和双向长期内存 (BiLSTM) 网络.
  • BiLSTM模型捕获了上下文信息,而合规模型使用多头注意力剩余连接提取了全局特征.
  • 该模型在公开可用的Vocalsound数据集上进行了训练和验证,其中包括1928个注释咳声音的500个音频文件.

主要成果:

  • 混合模型在注释数据集上获得了97.22%的灵敏度和97.08%的特异性.
  • 在临床数据集评估中,该模型显示98. 45%的灵敏度和92. 7%的特异性.
  • 临床数据中记录的平均时间重叠率为81. 12%,表明事件的精确定位.

结论:

  • 拟议的符合BiLSTM混合型号为自动咳声检测提供了强大而准确的解决方案.
  • 这种方法显著提高了咳分析在呼吸系统疾病研究的效率和可靠性.
  • 该模型在公共和临床数据集中的高性能表明其在医疗保健中的实际应用潜力.