使用高光谱长波红外辐射成像技术对商用塑料进行分类
Mads Nibe Larsen1, Anders Løchte Jørgensen2, Martin Lahn Henriksen3
1NanoSYD, Mads Clausen Institute, University of Southern Denmark, 6400 Sønderborg, Denmark; Newtec Engineering A/S, 5230 Odense, Denmark; Plastic and Polymer Engineering, Department of Biological and Chemical Engineering, Aarhus University, 8200 Aarhus N, Denmark.
Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
|December 3, 2024
概括
这项研究展示了使用长波红外光识别塑料的高光谱摄像头. 该系统在区分12种塑料类型时达到90%的精度,不包括ABS.
科学领域:
- 频谱学是一种光谱学.
- 材料科学 材料科学 材料科学
- 光学是什么?光学是什么?光学是什么?
背景情况:
- 长波红外光谱 (LWIR) 是有效的塑料识别.
- 超光谱成像为材料分类提供了详细的光谱信息.
研究的目的:
- 介绍一个早期的工业超光谱摄像头原型.
- 为了证明摄像机在使用LWIR辐射对常见塑料进行分类的能力.
主要方法:
- 使用了对8-15微米波长敏感的扫描法布里-佩罗干扰仪.
- 记录了12种常见的塑料类型的干扰图,这些塑料类型被加热到60°C.
- 应用主要组件分析 (9个组件) 和k-最近邻居进行分类.
主要成果:
- 成功地区分了十二种常见的塑料类型.
- 实现了90%的微精度和99%的宏观特异性.
- 该分类模型无法识别ABS塑料.
结论:
- 开发的超光谱摄像头显示出对工业塑料识别的前景.
- 与PCA和k-NN相结合的LWIR光谱是一种可行的塑料分类方法.
- 需要进一步开发以改善所有塑料类型的识别,包括ABS.
相关概念视频
Infrared (IR) Spectroscopy: Overview
1.5K
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...
1.5K
Polymer Classification: Stereospecificity
2.4K
Polymerization generates chiral centers along the entire backbone of a polymer chain. Accordingly, the stereochemistry of the substituent group has a significant effect on polymer properties. Polymers formed from monosubstituted alkene monomers feature chiral carbons at every alternate position in the polymer backbone. Relative to the predominant orientation of substituents at the adjacent chiral carbons, the polymer can exist in three different configurations: isotactic, syndiotactic, and...
2.4K
IR Spectrometers
1.1K
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...
1.1K
IR Spectrum
930
When infrared (IR) radiation passes through a molecule, the bonds stretch or bend by absorbing the radiation. This absorption creates the molecule's absorption spectrum, which is the plot of its percentage transmittance versus wavenumber.
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
930
Polymer Classification: Crystallinity
2.8K
Unlike ionic or small covalent molecules, polymers do not form crystalline solids due to the diffusion limitations of their long-chain structures. However, polymers contain microscopic crystalline domains separated by amorphous domains.
Crystalline domains are the regions where polymer chains are aligned in an orderly manner and held together in proximity by intermolecular forces. For example, chains in the crystalline domains of polyethylene and nylon are bound together by van der Waals...
Crystalline domains are the regions where polymer chains are aligned in an orderly manner and held together in proximity by intermolecular forces. For example, chains in the crystalline domains of polyethylene and nylon are bound together by van der Waals...
2.8K


