Influence of Different Measuring Backgrounds on the Classification of Multilayer Polyolefin Films Using a Near-Infrared Handheld Spectrometer.

IF 2.2 3区 化学 Q2 INSTRUMENTS & INSTRUMENTATION
Hana Stipanovic, Patrick Arth, Gerald Koinig, Nikolai Kuhn, Jakob Lederer, Dominik Blasenbauer, Anna-Maria Lipp, Alexia Tischberger-Aldrian
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Abstract

The low thickness of plastic films poses a challenge when using near-infrared (NIR) spectroscopy as it affects the spectral quality and classification. This research focuses on offering a solution to the challenge of classifying multilayer plastic film materials with a focus on polyolefin multilayer plastics. It presents the importance of spectral quality on accurate classification. The aim is to demonstrate the suitability of the handheld NIR spectrometer in classifying multilayer polyolefin films and assess the impact of various measuring backgrounds (white tile, Teflon, aluminum, copper, silver, and gold) on classification accuracy in the wavelength range of 1596-2396 nm. Metallic backgrounds have been found to enhance spectral quality and classification accuracy. The classification accuracy was consistently high, ranging from 96.55% to 100%, with aluminum and gold backgrounds yielding the best results in theoretical accuracy. In experimental classification, the accuracy reached 100% when any metallic backgrounds were used. Conversely, Teflon showed a theoretically high accuracy of 96.21% but only achieved an experimental accuracy of 72.2%. These findings suggest that using metallic backgrounds can improve the spectral quality and classification of plastics with low thickness (films) and complex material composition (multilayers).

不同测量背景对近红外手持式光谱仪多层聚烯烃薄膜分类的影响
塑料薄膜的低厚度给近红外光谱技术的应用带来了挑战,因为它影响了光谱质量和分类。本研究以聚烯烃多层塑料为重点,针对多层塑料薄膜材料的分类问题提出了一种解决方案。提出了光谱质量对准确分类的重要性。目的是验证手持式近红外光谱仪在多层聚烯烃薄膜分类中的适用性,并评估不同测量背景(白瓦、特氟龙、铝、铜、银和金)对1596-2396 nm波长范围内分类精度的影响。金属背景可以提高光谱质量和分类精度。分类准确率一直很高,范围从96.55%到100%,其中铝背景和金色背景的理论准确率最好。在实验分类中,当使用任意金属背景时,准确率达到100%。相反,聚四氟乙烯的理论精度为96.21%,但实验精度仅为72.2%。这些发现表明,使用金属背景可以改善低厚度(薄膜)和复杂材料成分(多层)塑料的光谱质量和分类。
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来源期刊
Applied Spectroscopy
Applied Spectroscopy 工程技术-光谱学
CiteScore
6.60
自引率
5.70%
发文量
139
审稿时长
3.5 months
期刊介绍: Applied Spectroscopy is one of the world''s leading spectroscopy journals, publishing high-quality peer-reviewed articles, both fundamental and applied, covering all aspects of spectroscopy. Established in 1951, the journal is owned by the Society for Applied Spectroscopy and is published monthly. The journal is dedicated to fulfilling the mission of the Society to “…advance and disseminate knowledge and information concerning the art and science of spectroscopy and other allied sciences.”
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