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相关概念视频

Raman Spectroscopy: Overview01:20

Raman Spectroscopy: Overview

294
The underlying principle of Raman spectroscopy is based on the interaction between light and matter, specifically molecules' inelastic scattering of photons. When a monochromatic beam of light, typically from a laser source, interacts with a sample, most scattered light has the same frequency as the incident light. This is known as Rayleigh scattering.
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
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Raman Spectroscopy Instrumentation: Overview01:26

Raman Spectroscopy Instrumentation: Overview

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A conventional Raman spectrophotometer includes a laser source, a sample holding system, a wavelength selector, and a detector.
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
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Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview01:13

Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview

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Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
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Peptide Identification Using Tandem Mass Spectrometry01:33

Peptide Identification Using Tandem Mass Spectrometry

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Tandem mass spectrometry, also known as MS/MS or MS2, is an analytical technique that employs two mass analyzers. Essentially it is a series of mass spectrometers that helps isolate a particular biomolecule and then helps study its chemical properties.
This technique helps gather information regarding the protein from which the peptide was obtained and to study the peptides’ amino acid sequence. Identifying peptides from a complex mixture is an important component of the growing field of...
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MALDI-TOF Mass Spectrometry01:19

MALDI-TOF Mass Spectrometry

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Mass spectrometry is a powerful characterization technique that can identify and separate a wide variety of compounds ranging from chemical to biological entities, based on their mass-to-charge ratio (m/z). The instruments that allow this detection, known as mass spectrometers, have three components: an ion source, a mass analyzer, and a detector. These spectrometers differ based on the nature of their ion source and analyzers.
Matrix-assisted laser desorption ionization (MALDI) is a commonly...
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IR Frequency Region: Fingerprint Region01:03

IR Frequency Region: Fingerprint Region

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IR spectra are divided into two main regions: the diagnostic region and the fingerprint region. The diagnostic region of the spectrum lies above 1500 cm−1. The absorptions resulting from single-bond vibrations of the N–H, C–H, and O–H stretch at higher wavenumbers and appear on the left side of the spectrum. The stretching absorptions of the C≡C and C≡N occur between 2100–2300 cm−1. In contrast, those arising from stretching absorptions of the...
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相关实验视频

Updated: May 24, 2025

Multiplex Chemical Imaging Based on Broadband Stimulated Raman Scattering Microscopy
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COS-DeformDeep:可适应的2T2D光谱特征提取方法,以提高基于手持拉曼技术的混合物中组件识别性能.

Xin Zhao1, Ziyan Zhao1, Qibing Zhu1

  • 1Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), School of Internet of Things Engineering, Jiangnan University, Wuxi, 214122, China.

Analytica chimica acta
|February 28, 2025
PubMed
概括

一种名为COS-DeformDeep的新方法改善了手持式拉曼光谱技术,用于分析混合物成分. 这种技术增强了弱光谱信号,提高了识别物质的准确性,即使在低度.

关键词:
2T2D 相对应谱 2T2D 相对应谱可变形卷积的可变形卷积.混合物成分识别 混合物成分识别拉曼光谱是指一个拉曼光谱.

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科学领域:

  • 分析化学 分析化学
  • 频谱学是一种光谱学.

背景情况:

  • 拉曼光谱对于分析混合物成分至关重要.
  • 手持式拉曼光谱仪提供便携性和快速的现场数据采集.
  • 使用拉曼光谱法对复杂混合物中的成分进行量化仍然具有挑战性.

研究的目的:

  • 引入COS-DeformDeep,这是一种用于增强手持拉曼混合物分析中的光谱特征的新方法.
  • 改进复杂混合物中单个成分的识别和量化.

主要方法:

  • 使用同步双轨二维相关谱 (2T2D-COS) 来增强重叠峰值中的弱信号.
  • 采用可变形卷曲 (DCN) 来提高深度学习模型适应性,用于光谱特征提取.
  • 验证了COS-DeformDeep模型对含有乙醇,二醇和胺的三种混合物数据集的验证.

主要成果:

  • 该COS-DeformDeep模型在混合物成分识别方面表现出卓越的性能.
  • 实现了平均准确率为94.97%,精度为98.45%,回忆率为92.44%,F1得分为95.06%.
  • 有效识别的组件体积-重量比率低至2%.

结论:

  • COS-DeformDeep有效地从弱光谱信号中提取特征,提高低度组件的识别精度.
  • 该方法简化了光谱分析,适用于手持设备,增加了可访问性.
  • 显著提高了手持拉曼光谱仪用于复杂混合物分析的能力.