相关实验视频
Updated: Jun 27, 2026

16:11
Implementation of a Reference Interferometer for Nanodetection
Published on: April 26, 2014
9.4K
人工智能增强的波导"光子鼻子" - - 增强的传感平台,用于中红外的VOC气体
Xinmiao Liu1,2,3, Zixuan Zhang1,2, Jingkai Zhou1,2
1Department of Electrical and Computer Engineering, National University of Singapore, Singapore, 117583, Singapore.
Small (Weinheim an der Bergstrasse, Germany)
|April 5, 2024
概括
这项研究引入了一种人工智能 (AI) 辅助的光子鼻子,用于分析中红外 (MIR) 气体混合物. 这种由人工智能驱动的传感器可以准确地识别和量化复杂有机气体混合物的成分,克服光谱重叠的挑战.
科学领域:
- 纳米光子学 纳米光子学
- 频谱学是一种光谱学.
- 人工智能的人工智能
背景情况:
- 芯片上的纳米光子波导传感器在中红外线 (MIR) 区域提供了小型化的,无标签的检测.
- 有机气体混合物的定量分析具有挑战性,因为吸收光谱重叠.
研究的目的:
- 介绍一个人工智能 (AI) 辅助的波导"光子鼻子",用于在MIR区域进行增强的气体混合分析.
- 为了证明在任意混合比率下区分和分解二元有机气体混合物的MIR吸收光谱的能力.
主要方法:
- 采用低波长格子覆盖,支持波导设计,以增强光物相互作用.
- 采用机器学习算法来分析MIR吸收光谱.
- 开发了一个"光子鼻子"平台,用于增强传感能力.
主要成果:
- 对于 19 种不同的二元有机气体混合物的混合比率,获得了 93.57% 的分类准确度.
- 证明了气体混合物光谱分解和度预测,平均根-平方平均误差为2.44卷%.
结论:
- 人工智能辅助的MIR波导平台显示出更广泛的传感和分析能力的巨大潜力.
- 这种方法可以对多个有机气体成分进行芯片上光谱,克服光谱重叠的限制.
相关概念视频
Infrared (IR) Spectroscopy: Overview
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...
IR Spectroscopy: Molecular Vibration Overview
When Infrared (IR) radiation passes through a covalently bonded molecule, the bonds transition from lower to higher vibrational levels. The fundamental vibrational motions that result in infrared absorption can be classified as stretching or bending vibrations.
Stretching vibrations are vibrational motions that occur along the bond line, changing the bond length or distance between two bonded atoms. They are further distinguished as symmetric or asymmetric. In symmetric stretching, the...
Stretching vibrations are vibrational motions that occur along the bond line, changing the bond length or distance between two bonded atoms. They are further distinguished as symmetric or asymmetric. In symmetric stretching, the...
IR Spectrometers
There are two main infrared (IR) spectrophotometers: dispersive IR spectrometers and Fourier transform infrared (FTIR) spectrometers. In a dispersive IR spectrometer, a beam of infrared radiation produced by a hot wire is divided into two parallel equal-intensity beams using mirrors. One beam passes through the sample, while another is a reference beam. The beams then move through the monochromator, which separates the radiations into a continuous spectrum of different frequencies. The...
Applications of IR Spectroscopy: Overview
The non-destructive nature and ability to provide valuable chemical information make IR spectroscopy a versatile technique with broad applications in various scientific and industrial fields. IR spectroscopy is commonly used to identify and characterize organic and inorganic compounds. It provides information about the functional groups present in a molecule and the bonding between atoms. This helps in the structural elucidation of compounds during organic synthesis, pharmaceutical research,...
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
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...
Raman Spectroscopy Instrumentation: Overview
A conventional Raman spectrophotometer includes a laser source, a sample holding system, a wavelength selector, and a detector.
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...

