基于弱值放大和CNN建模的宽带高灵敏性ORD光谱用于状物质检测
Liping Xu1, Gang Wen1, Xin Yao2
1The College of Nuclear Technology and Automation Engineering, Chengdu University of Technology, Chengdu, Sichuan 610059, China.
Analytical chemistry
|January 20, 2026
概括
我们开发了一种高灵敏度光学旋转分散 (ORD) 光谱技术,使用弱值放大和AI. 这种方法准确地测量了性物质,有助于药物分析和食品真实性验证.
科学领域:
- 分析化学 分析化学
- 频谱学是一种光谱学.
- 生物物理学的生物物理.
背景情况:
- 光学旋转分散 (ORD) 对于在制药和生物医学中分析性分子至关重要.
- 目前的ORD方法面临的局限性是由于弱信号,狭窄的光谱范围和复杂的样本分析.
- 解决这些挑战对于推进奇拉物质表征至关重要.
研究的目的:
- 开发一种宽带,高灵敏度的ORD光谱技术.
- 克服现有的ORD方法在实际应用中的局限性.
- 为了在各个领域实现准确而敏感的性分析.
主要方法:
- 集成弱值放大与卷积神经网络 (CNN) 建模用于ORD测量.
- 与弱值的真实组成部分直接相关的ORD.
- 利用了从750到1600 nm的宽带光谱范围.
主要成果:
- 实现了10-6rad的测量精度.
- 能够检测低至3.2 × 10-3 g/mL的度.
- 证明了蜂蜜类型的准确识别和改检测 (R2 ≥ 0.982).
结论:
- 开发的ORD技术提供了高灵敏度和广泛的光谱范围用于奇拉分析.
- 这项技术显示出药物分析和食品真实性验证的巨大潜力.
- 将先进的光学技术与人工智能相结合,用于强大的手术感应.
相关概念视频
Weak Base Solutions
24.9K
Some compounds produce hydroxide ions when dissolved by chemically reacting with water molecules. In all cases, these compounds react only partially and so are classified as weak bases. These types of compounds are also abundant in nature and important commodities in various technologies. For example, global production of the weak base ammonia is typically well over 100 metric tons annually, being widely used as an agricultural fertilizer, a raw material for chemical synthesis of other...
24.9K
Titration of a Weak Acid with a Weak Base
4.8K
Weak acids and bases do not undergo dissociation completely, and titrations between these two are rarely studied. When such studies are performed, say, for the titration of a weak acid with a weak base, the titration curve plots the change in pH as a function of the volume of base added. Take the titration of acetic acid with ammonia, for instance. During the titration, these two species form ammonium acetate and water, but the pH change is slow and gradual.
As a result, there is no simple...
As a result, there is no simple...
4.8K
Titration Calculations: Weak Acid - Strong Base
49.1K
Calculating pH for Titration Solutions: Weak Acid/Strong Base
For the titration of 25.00 mL of 0.100 M CH3CO2H with 0.100 M NaOH, the reaction can be represented as:
For the titration of 25.00 mL of 0.100 M CH3CO2H with 0.100 M NaOH, the reaction can be represented as:
49.1K
Weak Acid Solutions
42.3K
Few compounds act as strong acids. A far greater number of compounds behave as weak acids and only partially react with water, leaving a large majority of dissolved molecules in their original form and generating a relatively small amount of hydronium ions. Weak acids are commonly encountered in nature, being the substances partly responsible for the tangy taste of citrus fruits, the stinging sensation of insect bites, and the unpleasant smells associated with body odor. A familiar example of a...
42.3K
Titration of a Weak Acid with a Strong Base
4.3K
In titrating a weak acid with a strong base, different calculation methods are applied at various stages. Initially, the pH of a weak acid like acetic acid is calculated using its dissociation constant (Ka) and an ICE table. Upon addition of a strong base such as sodium hydroxide, a buffer forms, and its pH is determined using the Henderson-Hasselbalch equation. As more base is added and the titration reaches the halfway point, the pH becomes equal to the pKa of the acid, indicating equal...
4.3K
Titration of a Weak Base with a Strong Acid
8.6K
The titration curve of a weak base like ammonia with a strong acid like hydrochloric acid is the mirror image of the titration curve of a weak acid with a strong base.
Using the ICE table and substituting the Kb value, we calculate the initial pH of 50 mL of 0.1 M ammonia to be 11.11. Addition of 25 mL of 0.1 M hydrochloric acid to this solution of ammonia results in a buffer with an equal concentration of ammonia and ammonium ions. The pH of this buffer can be calculated by substituting these...
Using the ICE table and substituting the Kb value, we calculate the initial pH of 50 mL of 0.1 M ammonia to be 11.11. Addition of 25 mL of 0.1 M hydrochloric acid to this solution of ammonia results in a buffer with an equal concentration of ammonia and ammonium ions. The pH of this buffer can be calculated by substituting these...
8.6K


