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相关概念视频

Ultraviolet and Visible (UV–Vis) Spectroscopy: Overview01:02

Ultraviolet and Visible (UV–Vis) Spectroscopy: Overview

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Ultraviolet–visible (UV–visible or UV–Vis) spectroscopy is an analytical technique that investigates the interaction between matter and UV–Vis light within the electromagnetic spectrum. This method is widely used for its versatility, simplicity, and relatively quick data acquisition, making it valuable for both qualitative and quantitative analysis. When UV–Vis radiation passes through a material,  molecules absorb light depending on the energy required for...
3.1K
UV–Vis Spectrometers01:14

UV–Vis Spectrometers

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The absorbance of UV and visible (UV–visible) radiations is measured using a UV–visible spectrophotometer. Deuterium lamps, which emit UV radiation, and tungsten lamps, which produce radiation in the visible region, are used as light sources in UV–visible spectrophotometers. A monochromator or prism is used for diffraction grating, i.e., to split the incoming radiation into different wavelengths. A system of slits is used to focus the desired wavelength on the sample cell.
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High-Performance Liquid Chromatography: Types of Detectors01:15

High-Performance Liquid Chromatography: Types of Detectors

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The role of the detectors in High-Performance Liquid Chromatography (HPLC) is to analyze the solutes as they exit from the chromatographic column. The detector recognizes the solute's property and generates corresponding electrical signals, which are converted into a readable graph of the detector's response versus elution time called a chromatogram at the computer. There are several types of HPLC detectors, each with its own advantages and limitations, depending on the analyte...
807
Mass Spectrometry: Complex Analysis01:21

Mass Spectrometry: Complex Analysis

898
Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
898
UV–Vis Spectroscopy of Conjugated Systems01:32

UV–Vis Spectroscopy of Conjugated Systems

7.4K
Organic compounds with conjugated double bonds show strong absorption features in the UV–visible region of the electromagnetic spectrum attributed to π → π* electronic excitations. Generally, a UV–vis absorption spectrum is recorded as a plot of absorbance vs wavelength. The wavelength of maximum absorbance, which manifests as a peak in the absorption spectrum, is denoted as λmax.
One of the factors influencing λmax is the extent...
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UV–Vis Spectroscopy: Molecular Electronic Transitions01:16

UV–Vis Spectroscopy: Molecular Electronic Transitions

1.8K
In Ultraviolet–Visible (UV–Vis) spectroscopy, the absorption of electromagnetic radiation is used to probe the electronic structure of molecules. This technique provides insights into molecular electronic transitions, particularly the movement of electrons between different molecular orbitals. Radiation is absorbed if the energy of the electromagnetic radiation passing through the molecule is precisely equal to the energy difference between the excited and ground states. During this...
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相关实验视频

Updated: Sep 15, 2025

Author Spotlight: Unveiling the Potential of VSFG Microscopy in Studying Mesoscopically Heterogeneous Self-Assembled Structures
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一种使用UV-Vis叠加光谱和深度学习的多元重金属检测方法.

Hailong Zhang1, Qiannan Duan2, Lehan Sun1

  • 1Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an 710127, PR China.

Journal of hazardous materials
|July 15, 2025
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概括

这项研究介绍了一种使用UV-Vis光谱和深度学习来检测环境样本中的多重金属 (HM) 的AI驱动方法,克服光谱重叠的挑战,以有效监测.

关键词:
深度学习是一种深度学习.环境监测环境监测环境监测这是一种重金属,重金属.高通量的高通量.紫外线-Vis 在紫外线下.

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科学领域:

  • 环境科学 环境科学
  • 分析化学 分析化学
  • 人工智能的人工智能

背景情况:

  • 传统的重金属 (HM) 检测方法昂贵而复杂.
  • 环境样本中的光谱重叠妨碍了准确的分析.
  • 人工智能 (AI) 为智能光谱分析提供了潜力.

研究的目的:

  • 开发一种用于同时多组件HM检测的新方法.
  • 为了应对环境样本中的光谱重叠的挑战.
  • 整合UV-Vis光谱与深度学习进行增强分析.

主要方法:

  • 利用组合化学探针来提高色度测量反应的特异性.
  • 收集高通量光谱数据用于模型训练.
  • 采用了变压器深度学习模型进行端到端的光谱分析.

主要成果:

  • 该模型在开发过程中实现了五个HM的高精度 (R2 = 0.936).
  • 在现实世界样本中证明了可扩展性和稳定性,其中有十个HM (R2 = 0.681).
  • 成功将光谱数据转化为定量生态风险概况.

结论:

  • 由人工智能驱动的UV-Vis光谱方法能够准确,同时检测多个HM.
  • 开发的AI软件自动检测HM和风险评估,实现快速环境监测.
  • 为重金属污染控制提供主动的预警系统.