通过贝叶斯优化实现牛奶成分化学分析的自动光谱预处理
Habeeb Abolaji Babatunde1, Owen M McDougal2, Timothy Andersen1
1Computer Science, Boise State University, Boise, ID 83725, USA.
Foods (Basel, Switzerland)
|September 13, 2025
概括
使用贝叶斯优化的自动光谱预处理显著提高了牛奶成分预测准确度. 这种数据驱动的方法简化了分析,并为光谱数据建模提供了强大的,可通用的解决方案.
科学领域:
- 化学测量 化学测量 化学测量
- 频谱学是一种光谱学.
- 数据科学数据科学数据科学
背景情况:
- 光谱预处理对于准确的营养成分预测至关重要.
- 最佳的预处理选择往往是经验性的,耗时的,并且特定于数据集.
研究的目的:
- 为自动化光谱预处理管道选择引入贝叶斯优化框架.
- 将这个框架应用于牛奶的中红外光谱,以预测组成参数.
主要方法:
- 开发了一个贝叶斯优化框架,用于自动化预处理选择.
- 在中红外牛奶光谱上评估了六种回归模型.
- 预处理条件包括没有预处理,文学衍生方法和优化的管道.
主要成果:
- 优化的预加工在所有牛奶成分中始终优于其他方法.
- 里奇CV和PLS回归模型实现了最好的预测准确度.
- 蛋白质,乳糖,脂肪和总固体的预测精度 (RMSEP) 显著改善.
结论:
- 贝叶斯优化为选择光谱预处理管道提供了一个强大的,可通用和高效的方法.
- 这种数据驱动的策略消除了手工试错,简化了光谱分析.
- 该框架适用于乳制品分析和其他光谱数据领域.
关键词:
贝叶斯优化的贝叶斯优化这就是PLS PLS.化学测量方法 化学测量方法乳制品 乳制品是一种乳制品.食物 食物 食物 食物红外光谱学 红外光谱学机器学习是机器学习.牛奶 牛奶 牛奶 牛奶回归分析是一种回归分析.进行光谱预处理.更多相关视频
10:25Construction of Models for Nondestructive Prediction of Ingredient Contents in Blueberries by Near-infrared Spectroscopy Based on HPLC Measurements
Published on: June 28, 2016
11.1K
09:31Evaluation of Microbial Safety of Dairies using Bacterial Proteomic Profiling via MALDI Approach
Published on: October 7, 2025
452
相关概念视频
Spectroscopy of Carboxylic Acid Derivatives
3.0K
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...
3.0K
Mass Spectrometry: Complex Analysis
1.6K
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...
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
1.6K
Sample Preparation for Analysis: Advanced Techniques
1.3K
Accurate analysis of complex samples often requires advanced preparation techniques to achieve reliable and reproducible results. Samples containing inorganic or organic materials can be challenging to dissolve or decompose effectively. Standard sample preparation methods include acid digestion, fusion, dry ashing, and wet digestion.
Acid digestion with strong acids is commonly used to dissolve inorganic materials that are insoluble (do not dissolve) in water. This method can be useful for...
Acid digestion with strong acids is commonly used to dissolve inorganic materials that are insoluble (do not dissolve) in water. This method can be useful for...
1.3K
Optimizing Chromatographic Separations
897
Optimizing chromatographic separations is crucial for obtaining clean separations in a minimum amount of time. Optimization is required for several factors, including kinetic effects related to band broadening, plate height, capacity factor, and separation factor.
Band broadening refers to spreading solute bands as they travel through the column. This broadening can impact resolution. Plate height (H) represents the length required for one theoretical plate. A lower plate height corresponds to...
Band broadening refers to spreading solute bands as they travel through the column. This broadening can impact resolution. Plate height (H) represents the length required for one theoretical plate. A lower plate height corresponds to...
897
Mass Spectrometry of Amines
5.3K
In mass spectroscopy, amines undergo fragmentation to give parent ions with odd molecule weights. This observed mass spectrum follows the nitrogen rule; a molecule with an odd number of nitrogen atoms produces a molecular ion with an odd molecular weight. Amines undergo fragmentation through α cleavage, producing nitrogen-containing cations—iminium ions—and alkyl radicals. Mass spectra of aromatic and cyclic aliphatic amines exhibit strong molecular ion peaks, but acyclic...
5.3K
