乌龙茶品种的非破坏性识别使用近红外光谱学结合希尔伯特启动组件收缩算法
Xin Zhou1, Zuqi Zhou1, Jun Sun1
1School of Electrical and Information Engineering of Jiangsu University, Zhenjiang 212013, China.
Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
|January 28, 2026
概括
这项研究引入了一种使用近红外光谱学 (NIRS) 和希尔伯特启动组件收缩算法 (HBCSA) 来验证优质乌龙茶的新方法. 先进的HBCSA-GA-BPNN模型准确地区分茶叶品种,确保产品质量.
科学领域:
- 农业科学 农业科学
- 分析化学 分析化学
- 频谱学是一种光谱学.
背景情况:
- 高档乌龙茶市场面临着假冒产品的挑战.
- 茶叶品种之间的高光谱相似性使认证变得复杂.
研究的目的:
- 开发一种强大的方法来区分高质量的乌龙茶.
- 为了解决茶叶认证中光谱相似性的挑战.
主要方法:
- 近红外光谱 (NIRS) 数据 (900-1700nm) 使用标准正常变量 (SNV) 进行了预处理.
- 使用各种算法进行特征维度缩小,包括CARS,BOSS,SPA,UVE和拟议的HBCSA.
- 通过使用基因算法优化的逆向传播神经网络 (GA-BPNN) 实现了分类.
主要成果:
- 在HBCSA-GA-BPNN模型中,在校准套件上实现了0.988准确度.
- 所有指标 (准确性,精度,回忆,F1分数) 的最佳预测性能达到1.000点.
- 拟议的方法在茶叶认真方面显著优于传统方法.
结论:
- 希尔伯特启动组件缩小算法 (HBCSA) 有效地提取相关的光谱特征.
- HBCSA的双优化机制为茶叶认证提供了可靠的解决方案.
- 这种基于NIRS的方法提高了优质乌龙茶市场的完整性.
相关概念视频
Infrared (IR) Spectroscopy: Overview
5.0K
When electromagnetic radiation passes through a material, atoms or molecules transition from a lower to a higher energy state by absorbing radiation corresponding to the energy difference between the two states. The absorption of infrared (IR) radiation causes transitions between vibrational energy levels in a molecule. Therefore, IR spectroscopy is a useful analytical tool for determining the molecular structure of molecules.
Different compounds display unique properties due to their...
Different compounds display unique properties due to their...
5.0K
Bootstrapping
827
The term "bootstrap" originated in the 19th century as a metaphor for self-improvement or achieving something independently, without external assistance. This concept extends to statistical bootstrapping, a self-contained method for estimating population parameters through resampling, even though it can be computationally intensive. Developed by the American statistician Dr. Bradley Efron in 1979, bootstrapping provides a robust way to perform inference when the original sample size is...
827
Shrinkage in Concrete
408
Shrinkage in concrete is primarily due to water loss from evaporation, hydration of cement, or carbonation, leading to a reduction in volume. The volumetric contraction results in volumetric strain in concrete. However, in practice, shrinkage is measured as linear strain, which is one-third of the volumetric strain.
When concrete is still in its plastic state, it can undergo a decrease in volume by about 1% of its absolute volume. This decrease is known as plastic shrinkage. It arises either...
When concrete is still in its plastic state, it can undergo a decrease in volume by about 1% of its absolute volume. This decrease is known as plastic shrinkage. It arises either...
408
Drying Shrinkage
370
When hardened concrete is exposed to air with a relative humidity of less than 100 percent, it begins to lose the free water within its capillaries. As this water evaporates, the water initially adsorbed onto the calcium silicate hydrates migrates towards these now empty spaces and eventually evaporates as well. Over time, as more water leaves, the volume of the concrete decreases, a phenomenon known as drying shrinkage.
A portion of this drying shrinkage can be reversed; if the concrete is...
A portion of this drying shrinkage can be reversed; if the concrete is...
370
Carbonation Shrinkage
473
Atmospheric CO2 penetrates the concrete's pores and, in the presence of moisture, forms carbonic acid, which then reacts with calcium hydroxide in the hydrated cement, forming calcium carbonate. This process reduces the concrete's volume and is termed carbonation shrinkage.
The concrete's permeability is slightly reduced as calcium carbonate produced during the reaction fills its pores. Furthermore, its strength is slightly enhanced as the water released during the reaction...
The concrete's permeability is slightly reduced as calcium carbonate produced during the reaction fills its pores. Furthermore, its strength is slightly enhanced as the water released during the reaction...
473
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
1.2K
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...
The ATR process begins by directing a beam...
1.2K


