Laser-induced Breakdown Spectroscopy and Multivariate Data Analysis Applied to in-line Sorting of Brominated Plastics from Waste Electric and Electronic Equipment

IF 4.7 3区 工程技术 Q2 ENGINEERING, ENVIRONMENTAL
Íñigo Cacho, Iratxe Uria, Paule España, Sixto Arnaiz, Alexander Lopez-Urionabarrenechea
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Abstract

The presence of Persistent Organic Pollutants (POP) in consumer products such as electrical and electronic equipment represents a major obstacle for the recycling of the materials they contain at their end-of-life. Current technologies applied to recover plastics from waste electric and electronic equipment (WEEE) struggle to meet the requirements from recyclers regarding restrictions on some of these POPs, mainly brominated flame retardant (BFR) content. In this study, laser-induced breakdown spectroscopy (LIBS) technique combined with partial least squares regression (PLSR) was investigated for the real-time classification of WEEE plastics based on their total bromine (Br) content, in order to foster their reintroduction into the market as secondary raw materials. With this aim, a classification method was trained and tested in a sorting prototype using mixed plastic samples from TV set and computer monitor housings containing an average of 1.34% of Br. Regardless of polymer colour and type, up to 56% of the tested material could be segregated into a single fraction with a final Br concentration of 1,280 mg/kg. The achieved values met the requirements established in the CENELEC EN 50625 series of standards for the depollution of BFRs (< 2,000 mg/kg of Br) and the concentration of polybrominated diphenyl ethers (PBDEs) was estimated to be 213 mg/kg. These findings demonstrate the potential of the LIBS technique together with multivariate data analysis to ensure WEEE plastic sorting and depollution compliance with current regulations, reducing disposal rates and ultimately contributing to its circularity.

激光诱导击穿光谱和多元数据分析在废旧电器电子设备中溴化塑料在线分选中的应用
电器和电子设备等消费品中持久性有机污染物(POP)的存在是其使用寿命结束时所含材料回收的主要障碍。目前用于从废旧电子电气设备(WEEE)中回收塑料的技术难以满足回收商对某些持久性有机污染物(主要是溴化阻燃剂(BFR)含量)的限制要求。本研究采用激光诱导击穿光谱(LIBS)技术结合偏最小二乘回归(PLSR)技术,根据总溴(Br)含量对WEEE塑料进行实时分类,以促进其作为二次原料重新进入市场。为此,我们训练了一种分类方法,并在分类原型中测试了一种分类方法,该分类方法使用了平均含Br 1.34%的电视机和计算机显示器外壳混合塑料样品。无论聚合物的颜色和类型如何,高达56%的测试材料可以被分离成最终Br浓度为1,280 mg/kg的单个馏分。所达到的值符合CENELEC EN 50625系列标准中关于溴化阻燃剂(Br)去污染的要求(2000 mg/kg),多溴联苯醚(PBDEs)的浓度估计为213 mg/kg。这些发现证明了LIBS技术与多元数据分析相结合的潜力,可以确保报废电子电气设备的塑料分类和去污染符合现行法规,降低处理率,并最终促进其循环。
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来源期刊
Journal of Polymers and the Environment
Journal of Polymers and the Environment 工程技术-高分子科学
CiteScore
9.50
自引率
7.50%
发文量
297
审稿时长
9 months
期刊介绍: The Journal of Polymers and the Environment fills the need for an international forum in this diverse and rapidly expanding field. The journal serves a crucial role for the publication of information from a wide range of disciplines and is a central outlet for the publication of high-quality peer-reviewed original papers, review articles and short communications. The journal is intentionally interdisciplinary in regard to contributions and covers the following subjects - polymers, environmentally degradable polymers, and degradation pathways: biological, photochemical, oxidative and hydrolytic; new environmental materials: derived by chemical and biosynthetic routes; environmental blends and composites; developments in processing and reactive processing of environmental polymers; characterization of environmental materials: mechanical, physical, thermal, rheological, morphological, and others; recyclable polymers and plastics recycling environmental testing: in-laboratory simulations, outdoor exposures, and standardization of methodologies; environmental fate: end products and intermediates of biodegradation; microbiology and enzymology of polymer biodegradation; solid-waste management and public legislation specific to environmental polymers; and other related topics.
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