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相关概念视频

Raman Spectroscopy Instrumentation: Overview01:26

Raman Spectroscopy Instrumentation: Overview

329
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...
329
Raman Spectroscopy: Overview01:20

Raman Spectroscopy: Overview

363
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...
363
Deconvolution01:20

Deconvolution

155
Deconvolution, also known as inverse filtering, is the process of extracting the impulse response from known input and output signals. This technique is vital in scenarios where the system's characteristics are unknown, and they must be inferred from the observable signals.
Deconvolution involves several mathematical techniques to derive the impulse response. One common approach is polynomial division. In this method, the input and output sequences are treated as coefficients of...
155
Spectroscopy of Carboxylic Acid Derivatives01:26

Spectroscopy of Carboxylic Acid Derivatives

2.3K
Infrared spectroscopy is primarily used to determine the types of bonds and functional groups. In carboxylic acid derivatives, a typical carbonyl bond absorption is observed around 1650–1850 cm−1. For esters, the absorption is recorded at around 1740 cm−1, while acid halides show the absorption at about 1800 cm−1. Another acid derivative, the acid anhydrides, exhibit two carbonyl absorption around 1760 cm−1 and 1820 cm−1, arising from the symmetrical and...
2.3K
NMR Spectrometers: Resolution and Error Correction01:14

NMR Spectrometers: Resolution and Error Correction

686
When magnetic nuclei in a sample achieve resonance and undergo relaxation, the signal detected in NMR is an approximately exponential free induction decay. Fourier transform of an exponential decay yields a Lorentzian peak in the frequency domain. Lorentzian peaks in an NMR spectrum are defined by their amplitude, full width at half maximum, and position, where the peak width is governed by the spin-spin relaxation time alone. In real experiments, however, the applied magnetic field is rendered...
686
2D NMR: Homonuclear Correlation Spectroscopy (COSY)01:06

2D NMR: Homonuclear Correlation Spectroscopy (COSY)

1.0K
Homonuclear correlation spectroscopy, or COSY, is a 2-dimensional NMR technique that provides information about coupled protons. Typically, the geminal and vicinal coupling are observed. For example, consider the COSY spectrum of ethyl acetate, where its 1D proton NMR spectrum is plotted along the vertical and horizontal axes with their corresponding chemical shift scale. Three spots on the diagonal corresponding to the three peaks in the 1D proton spectrum are called diagonal peaks. The COSY...
1.0K

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相关实验视频

Updated: Jun 25, 2025

Differential Imaging of Biological Structures with Doubly-resonant Coherent Anti-stokes Raman Scattering CARS
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Differential Imaging of Biological Structures with Doubly-resonant Coherent Anti-stokes Raman Scattering CARS

Published on: October 17, 2010

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基于卷积自编码器的拉曼光谱的否定和基线校正方法:一个统一的解决方案

Ming Han1,2,3,4, Yu Dang1,2,3,4, Jianda Han1,2,3,4

  • 1Institute of Robotics and Automatic Information System, College of Artificial Intelligence, Nankai University, Tianjin 300350, China.

Sensors (Basel, Switzerland)
|May 25, 2024
PubMed
概括

这项研究引入了用于增强拉曼光谱预处理的新型卷积自编码模型. 该CDAE-CAE+模型有效地减少噪音并保持光谱峰值,优于传统方法.

关键词:
自动编码器自动编码器卷积神经网络是一种卷积神经网络.预处理 预处理

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Resolving Water, Proteins, and Lipids from In Vivo Confocal Raman Spectra of Stratum Corneum through a Chemometric Approach
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Resolving Water, Proteins, and Lipids from In Vivo Confocal Raman Spectra of Stratum Corneum through a Chemometric Approach

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An Integrated Raman Spectroscopy and Mass Spectrometry Platform to Study Single-Cell Drug Uptake, Metabolism, and Effects
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相关实验视频

Last Updated: Jun 25, 2025

Differential Imaging of Biological Structures with Doubly-resonant Coherent Anti-stokes Raman Scattering CARS
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Differential Imaging of Biological Structures with Doubly-resonant Coherent Anti-stokes Raman Scattering CARS

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Resolving Water, Proteins, and Lipids from In Vivo Confocal Raman Spectra of Stratum Corneum through a Chemometric Approach
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An Integrated Raman Spectroscopy and Mass Spectrometry Platform to Study Single-Cell Drug Uptake, Metabolism, and Effects
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科学领域:

  • 频谱学是一种光谱学.
  • 化学测量 化学测量 化学测量
  • 数据科学数据科学数据科学

背景情况:

  • 拉曼光谱分析在各种科学领域至关重要.
  • 经典的预处理方法可以通过降低峰值强度和改变峰值形状来降低光谱质量.
  • 有效的预处理对于准确的拉曼数据解释至关重要.

研究的目的:

  • 为拉曼光谱预处理开发统一和改进的解决方案.
  • 引入基于卷积自编码器的新型算法,用于消除和基线校正.
  • 提高拉曼光谱数据的质量,以便进行更好的分析.

主要方法:

  • 开发一个卷积无声自编码器 (CDAE) 模型,增强瓶层以减少噪音.
  • 实现一个卷积自编码器 (CAE+) 模型,具有瓶卷积层和基线校正的比较功能.
  • 使用模拟和实验测量拉曼光谱验证CDAE-CAE+模型.

主要成果:

  • 该CDAE模型展示了优越的降噪能力.
  • 该CAE+模型有效地纠正了光谱基线.
  • 与传统技术相比,CDAE-CAE+组合模型在降噪和维护拉曼峰值方面取得了显著的改进.

结论:

  • 卷积自动编码器为拉曼光谱预处理提供了一种强大而统一的方法.
  • 拟议的CDAE-CAE+模型显著提高了光谱质量,保护了重要的峰值信息.
  • 这种先进的预处理技术有望提高拉曼光谱应用的准确性和可靠性.