基于循环GAN的环境THz-TDS数据的光谱重建,用于水蒸气抑制
Optics express
|December 19, 2025
概括
我们开发了一个Cycle-GAN模型,用于将太赫兹时域光谱 (THz-TDS) 光谱翻译成环境和净化条件. 这消除了在THz-TDS应用中对气体清洗的需求.
科学领域:
- 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:
- 太赫兹时域光谱 (THz-TDS) 对水蒸气敏感.
- 净化通常需要保持光谱真实性,但资源密集型,限制了应用.
研究的目的:
- 开发一种基于数据的方法,在环境条件下进行光谱重建.
- 为了消除在THz-TDS中需要气净化.
主要方法:
- 一个循环一致的生成对抗网络 (Cycle-GAN) 被训练来翻译THz-TDS频谱.
- 该模型在没有湿度数据的情况下学习了环境空气和净化的光谱之间的转换.
主要成果:
- 循环-GAN在环境到净化重建 (0.2-1.8 THz) 中实现了低于0.004的频率平均平均绝对误差 (MAE).
- 净化到环境的重建显示出更高的误差 (高达~0.01) 由于剩余的水蒸气.
- 该模型在环境条件下成功重建了光谱.
结论:
- 循环GAN方法有效地消除了THz-TDS中净化的需要.
- 这使得在环境条件下能够准确地进行光谱重建,从而促进内联质量控制和紧的传感系统.
更多相关视频
08:12Author Spotlight: Exploring Light-Driven Chemical Reactions and Energy-Harnessing Devices in Photochemical Research
Published on: February 16, 2024
14.9K
10:50Detection and Quantification of Plasmodium falciparum in Aqueous Red Blood Cells by Attenuated Total Reflection Infrared Spectroscopy and Multivariate Data Analysis
Published on: November 2, 2018
8.4K
相关概念视频
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
1.1K
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...
1.1K
Atomic Absorption Spectroscopy: Interference
2.0K
Interference leads to systematic error in atomic absorption (AA) measurements by enhancing or diminishing the analytical signal or the background. These interferences can be grouped into three main categories: spectral interference, chemical interference, and physical interference.
Spectral interference occurs when signals from other elements or molecules overlap with the analyte signal, falsely elevating or masking the analyte's absorbance. This interference can be corrected using Zeeman,...
Spectral interference occurs when signals from other elements or molecules overlap with the analyte signal, falsely elevating or masking the analyte's absorbance. This interference can be corrected using Zeeman,...
2.0K
¹³C NMR: Distortionless Enhancement by Polarization Transfer (DEPT)
1.6K
When proton-coupled carbon-13 spectra are simplified by a broadband proton decoupling technique, structural information about the coupled protons is lost. Distortionless enhancement by polarization transfer (DEPT) is a technique that provides information on the number of hydrogens attached to each carbon in a molecule. While the DEPT experiment utilizes complex pulse sequences, the pulse delay and flip angle are specifically manipulated. The resulting signals have different phases depending on...
1.6K
