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Simulating the trajectory of conductive particles in positive high-voltage electrostatic separators and optimizing parameters 模拟正高压静电分离器中导电粒子的轨迹并优化参数
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-08 DOI: 10.1007/s10163-024-02088-1
Keqian Zhu, Wenjian Wang, Zhenxu Wang, Junliang Lin, Huliang Zhuang, Tao Sun

To enhance the sorting efficiency of electrostatic separation for various conductive particles, a numerical model for the trajectory of conductive particles under the combined electric and gravitational fields was established. Initially, the distribution of the spatial electric field was analyzed using COMSOL Multiphysics, followed by the development of a program in MATLAB to calculate particle trajectories. The effects of particle size, voltage, angular velocity of the grounding roller, and the distance from the collection trough to the center of the grounding roller on the sorting efficiency of conductive particles (with radii larger than 1 mm) under positive high-voltage conditions were examined. Then the single-factor changing method and the response surface methodology were used to optimize the above parameters. The results showed that there was an inflection point for the angular velocity of the grounding roller; below this point, the sorting efficiency increased with the angular velocity, but beyond it, the efficiency decreased as the angular velocity continued to increase. Additionally, after the response surface methodology was used to optimize the parameters, the sorting efficiency was increased by 9 times. This study provides a theoretical foundation for the design and parameter control of new electrostatic separators.

为了提高静电分离对各种导电粒子的分选效率,我们建立了导电粒子在电场和重力场共同作用下的轨迹数值模型。首先,使用 COMSOL Multiphysics 分析了空间电场的分布,然后在 MATLAB 中开发了计算粒子轨迹的程序。研究了正高压条件下颗粒大小、电压、接地辊角速度以及收集槽到接地辊中心的距离对导电颗粒(半径大于 1 毫米)分拣效率的影响。然后采用单因素变化法和响应面法对上述参数进行了优化。结果表明,接地辊的角速度存在一个拐点;在该点以下,分选效率随角速度的增加而增加,但在该点以上,随着角速度的继续增加,分选效率下降。此外,在使用响应面方法优化参数后,分拣效率提高了 9 倍。这项研究为新型静电分离器的设计和参数控制提供了理论基础。
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引用次数: 0
Sustainable solution selection for solid waste incineration fly ash: a multicriteria framework based on objective weights and fusion ranks 固体废物焚烧飞灰的可持续解决方案选择:基于目标权重和融合等级的多标准框架
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-08 DOI: 10.1007/s10163-024-02082-7
Di Xu

Fly ash (FA), a byproduct of municipal solid waste incineration (MSWI), poses significant hazards to urban development, necessitating its sustainable treatment. This study proposes a systematic decision support tool to identify the most sustainable MSWI FA treatment technology among various options, considering diverse criteria. The research introduces a hybrid Multi-Criteria Decision-Making (MCDM) framework integrating the Grey Relational Coefficient (GRC) into the Analytical Network Process (ANP) for objective criterion weighting. Additionally, a Projection-based Programming (PbP) approach enhances the reliability of ranking MSWI FA treatment alternatives by reconciling disparate sequences from different MCDM techniques. This work pioneers the early application of MCDM methods in prioritizing sustainable MSWI FA treatment, offering two crucial mathematical contributions. Firstly, the GRC-ANP method objectively assigns weights by capturing statistical relationships among criteria. Secondly, the PbP approach consolidates varied MCDM outcomes to provide a reliable ranking. Testing five technologies against eight sustainability criteria validates the robustness and effectiveness of the framework, affirming its potential in aiding decision-making for sustainable MSWI FA treatment solutions.

粉煤灰(FA)是城市固体废物焚化(MSWI)的副产品,对城市发展造成重大危害,因此必须对其进行可持续处理。本研究提出了一种系统化的决策支持工具,用于在各种方案中确定最具可持续性的城市固体废物焚烧飞灰处理技术,同时考虑到不同的标准。研究引入了混合多标准决策(MCDM)框架,将灰色关系系数(GRC)整合到分析网络过程(ANP)中,用于客观标准加权。此外,基于投影的编程(PbP)方法通过协调不同 MCDM 技术的不同序列,提高了 MSWI FA 处理备选方案排序的可靠性。这项研究开创了将多重因素考虑方法应用于 MSWI FA 可持续处理优先级排序的先河,做出了两项重要的数学贡献。首先,GRC-ANP 方法通过捕捉标准之间的统计关系客观地分配权重。其次,PbP 方法综合了不同的 MCDM 结果,提供了可靠的排序。根据八项可持续性标准对五项技术进行测试,验证了该框架的稳健性和有效性,肯定了其在帮助决策可持续 MSWI FA 处理解决方案方面的潜力。
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引用次数: 0
Characterization of municipal solid waste with the perspective of biofuels and bioproducts recovery in Northeast Mexico 从生物燃料和生物产品回收的角度分析墨西哥东北部城市固体废物的特征
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-07 DOI: 10.1007/s10163-024-02069-4
Rodolfo Daniel Silva Martínez, Lourdes Díaz Jiménez, Oscar Aguilar Juárez, Salvador Carlos Hernández

This work focuses on analyzing the physical composition of municipal solid waste (MSW) and the physicochemical characterization of the organic fraction of municipal solid waste (OFMSW) in a city in Northeast Mexico to propose an adequate treatment and valorization system. Diverse samples were analyzed over 5 months at the city of Saltillo landfill, where the daily discarded MSW was classified into household (HW), central market waste (CMW), and public areas and parks waste (PPW). For the HW and CMW, the fraction with the highest proportion was the organic residues from food products, with 22.15 and 25.78%, followed by other organic wastes (manure, yard waste, leaves, etc.) at 12.58 and 10.24%, respectively. Furthermore, the organic fraction was segregated from the rest of the MSW and classified into four subtypes, and their physical composition and physicochemical characteristics were determined. The results contribute to laying the foundations for the proper treatment of the OFMSW not just in the studied region but also in cities with similar conditions. Moreover, the OFMSW’s feasibility in treating via bioenergy technologies is revealed, and this research proposes a biorefinery treatment pathway through dark fermentation followed by high solids anaerobic digestion generating bioenergy and diverse bioproducts.

这项工作的重点是分析墨西哥东北部一个城市的城市固体废物(MSW)的物理成分和城市固体废物有机部分(OFMSW)的物理化学特征,以便提出适当的处理和价值评估系统。在萨尔蒂略市垃圾填埋场对各种样本进行了为期 5 个月的分析,每天丢弃的城市固体废物被分为家庭垃圾 (HW)、中心市场垃圾 (CMW) 以及公共场所和公园垃圾 (PPW)。在家庭垃圾和中心市场垃圾中,比例最高的是食品的有机残渣,分别占 22.15% 和 25.78%,其次是其他有机废物(粪便、庭院垃圾、树叶等),分别占 12.58% 和 10.24%。此外,还将有机部分从其他城市固体废物中分离出来,分为四个亚类,并测定了它们的物理成分和理化特性。这些结果不仅为研究地区,也为条件类似的城市正确处理有机城市污水奠定了基础。此外,本研究还揭示了通过生物能源技术处理 OFMSW 的可行性,并提出了通过暗发酵然后进行高固体厌氧消化产生生物能源和多种生物产品的生物精炼处理途径。
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引用次数: 0
Comparative analysis of life cycle assessment and material circularity indicator: study applied to smart electricity meter polycarbonate parts 生命周期评估与材料循环性指标的比较分析:应用于智能电表聚碳酸酯部件的研究
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-07 DOI: 10.1007/s10163-024-02077-4
Mariane Guerra Martins, Andrea Oliveira Nunes, Sandro Donnini Mancini, Cristina Belli, Tiago Barreto Rocha, Virginia Aparecida Silva Moris

There is growing interest in metrics for developing circular and sustainable products. Life Cycle Assessment (LCA) and the Material Circularity Indicator (MCI) are prominent for analyzing environmental performance and product circularity, respectively. This study compares these methodologies applied to a case of plastic parts made from virgin Polycarbonate + 10% Fiber Glass for smart electricity meters. Sensitivity analyses were conducted on the recycled content used and the final treatment of parts. Both methodologies are sensitive to recycled content usage. The best scenario (SA1-10) features 100% recycled content and full recycling of parts, while the worst scenario (SA2-1) uses 100% virgin content with all parts disposed of in landfills. The results highlight similarities and differences between the methodologies. MCI focuses on material source, life extension, and end-of-life treatment to measure circularity. LCA covers a broader range of impact categories, including resource use, human health, and ecosystem impacts, making it more comprehensive for environmental analysis. Both emphasize the importance of recycled content and end-of-life treatment, underscoring the benefits of recycling in reducing environmental impacts and enhancing circularity.

人们对开发循环和可持续产品的指标越来越感兴趣。生命周期评估(LCA)和材料循环性指标(MCI)分别是分析环境性能和产品循环性的重要方法。本研究对这些方法进行了比较,并将其应用于由原生聚碳酸酯+10% 玻璃纤维制成的智能电表塑料部件。对所使用的回收成分和部件的最终处理进行了敏感性分析。两种方法都对回收成分的使用很敏感。最佳方案(SA1-10)的特点是使用 100% 再生成分并对部件进行完全回收利用,而最差方案(SA2-1)则使用 100% 原生成分并对所有部件进行填埋处理。结果凸显了两种方法的异同。MCI 专注于材料来源、寿命延长和报废处理,以衡量循环性。生命周期评估涵盖了更广泛的影响类别,包括资源使用、人类健康和生态系统影响,使其在环境分析方面更加全面。两者都强调回收成分和报废处理的重要性,强调回收在减少环境影响和提高循环性方面的益处。
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引用次数: 0
Multi-criteria analysis as an emerging tool for biowaste integrated management: a review from food waste prevention to by-products use 作为生物废物综合管理新兴工具的多重标准分析:从食物废物预防到副产品利用的综述
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-07 DOI: 10.1007/s10163-024-02087-2
Mariana Hammerschmitt Ecco, Marcelo Seleme Matias, Armando Borges de Castilhos Junior

Despite the variety of technologies available for the valorization of biowaste, this fraction of municipal solid waste is usually disposed of in landfills and dumpsites in undeveloped and developing countries. The selection of technological strategies compatible with the reality of each location represents an essential role in the success and continuity of the operation of the facilities. The best strategy will result from combining different environmental, economic, social, and technical dimensions, confronted with the interests of the stakeholders and the legal and policy contexts. Due to the complexity of different criteria, alternatives, and interests, a Multi-criteria Decision-making (MCDM) methodology is recommended to ensure the quality of the decision-making process. This study presents a systematic review of publications that have applied multi-criteria analysis as a decision support tool for the selection of biowaste management strategies. The different stages of management are discussed separately, highlighting the change in paradigms over time. It was found that less than a hundred studies have addressed it so far, with Asia contributing to most publications. However, the timeline shows that the number of publications is increasing, with multi-criteria models representing great potential to support decisions at any individual management stage, from preventing food waste to using by-products. Integrated multi-criteria approach that combines all stages of biowaste management, however, is still scarce in the literature.

尽管生物废物的价值化技术多种多样,但在不发达国家和发展中国家,这部分城市固体废物通常被丢弃在垃圾填埋场和垃圾堆放场。选择符合各地实际情况的技术战略对设施的成功和持续运行至关重要。最佳战略将结合不同的环境、经济、社会和技术层面,并考虑利益相关者的利益以及法律和政策背景。由于不同标准、备选方案和利益的复杂性,建议采用多标准决策(MCDM)方法,以确保决策过程的质量。本研究对应用多重标准分析作为决策支持工具来选择生物废物管理策略的出版物进行了系统回顾。研究分别讨论了不同的管理阶段,强调了随着时间推移范式的变化。研究发现,迄今为止只有不到 100 项研究涉及这一问题,其中亚洲的出版物最多。然而,时间轴显示,出版物的数量正在增加,多重标准模型具有巨大潜力,可支持从防止食物浪费到使用副产品等各个管理阶段的决策。然而,结合生物废物管理所有阶段的综合多标准方法在文献中仍然很少见。
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引用次数: 0
Effects of fly ash modification on phosphorus adsorption of sludge-based biochar from aqueous solution 粉煤灰改性对污泥基生物炭从水溶液中吸附磷的影响
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-05 DOI: 10.1007/s10163-024-02090-7
Yanxin Zuo, Tian Tian, Shuangchao Tian, Liguo Wan, Benyi Xiao, Lin Li

Fly ash (FA) was used to modify sludge-based biochar (SBC) to improve its phosphorus (P) adsorption capacity, which was conducted by adding FA in the dried sewage sludge before 600 °C pyrolysis. FA modification increased the surface area of SBC, decreased its average pore diameter, increased its Al and Fe contents, improved its crystallinity, and enhanced its maximal P adsorption capacity from 12.37 mg adsorbed P/g SBC (mg/g) to 14.05 mg/g. The P adsorption process was well fitted by the pseudo-second-order kinetic and Langmuir isotherm models, indicating that P adsorption onto SBC was a single molecular layer adsorption dominated by chemical adsorption. The P adsorption onto SBCs was spontaneous and endothermic. FA modification improved the reusability of SBC by increasing the retention rate from 74.9 ± 5.8% to 80.8 ± 5.4% after four adsorption and desorption cycles. FA modification changed the P adsorption mechanism of SBC from ligand exchange, electrostatic attraction, and ion exchange to surface inner-sphere complex formation, electrostatic attraction, and ion exchange.

采用粉煤灰(FA)对污泥基生物炭(SBC)进行改性,以提高其对磷(P)的吸附能力,改性方法是在 600 °C 高温分解前在干燥的污水污泥中加入粉煤灰。FA 改性增加了 SBC 的表面积,减小了其平均孔径,提高了其铝和铁含量,改善了其结晶度,并将其最大磷吸附容量从 12.37 毫克吸附 P/g SBC(毫克/克)提高到 14.05 毫克/克。伪二阶动力学模型和 Langmuir 等温线模型很好地拟合了 P 在 SBC 上的吸附过程,表明 P 在 SBC 上的吸附是以化学吸附为主的单分子层吸附。P 在 SBC 上的吸附是自发的、内热的。经过四次吸附和解吸循环后,FA 改性使 SBC 的保留率从 74.9 ± 5.8% 提高到 80.8 ± 5.4%,从而提高了 SBC 的重复利用率。FA 改性使 SBC 的 P 吸附机制从配体交换、静电吸引和离子交换转变为表面内球络合物形成、静电吸引和离子交换。
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引用次数: 0
Impacts of washing and deodorization treatment on packaging-sourced post-consumer polypropylene 清洗和除臭处理对包装来源的消费后聚丙烯的影响
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-05 DOI: 10.1007/s10163-024-02085-4
Lorenz P. Bichler, Elisabeth Pinter, Mitchell P. Jones, Thomas Koch, Nina Krempl, Vasiliki-Maria Archodoulaki

Emerging legal requirements will likely considerably heighten demand for high-quality recycled raw materials for e.g., packaging and automotive applications; key EU legislation mandates recycling as the future end-of-life option for municipal solid plastic waste. Yet recycled plastic use remains low due to safety concerns, undesirable aesthetic, olfactory, and mechanical properties, mainly attributable to contaminants present in recyclates. Advanced treatment options for recovered polypropylene (PP) packaging and the impact of such treatments on the polymer are currently poorly documented. We investigated the effectiveness of hot/cold washing and hot air devolatilization treatments in removing volatile substances from residential post-consumer PP plastic waste to improve its scope of application and value and to assess possible side effects on mechanical and processing parameters. Cold- and hot-washed recyclates exhibited similar contaminant levels and most substances were removed within 7 h. The recycling procedure had no adverse effects on mechanical or processing parameters although reprocessing caused polymer degradation, indicated by decreasing viscosity, elongation at break, and tensile strength. Washing and hot air devolatilization treatment of plastic wastes improve their scope of application and value by enhancing mechanical properties and considerably reducing the amounts of odorous substances, but is often not suited to high-quality applications, such as packaging. The dominance of packaging waste and strict legislation on food-grade recyclate applications will make widespread recyclate use challenging since it represents the primary use of plastic. Recyclate must consequently be extensively utilized in non-food contact applications until advances in waste sorting, washing, and devolatilization yield less contaminated recyclates with improved properties.

新出现的法律要求可能会大大提高包装和汽车等应用领域对高质量再生原材料的需求;欧盟的主要立法规定,回收利用是未来城市固体塑料废弃物的报废选择。然而,由于安全问题、不理想的美学、嗅觉和机械性能(主要归因于回收塑料中的污染物),回收塑料的使用率仍然很低。目前,有关回收聚丙烯(PP)包装的高级处理方案以及此类处理对聚合物的影响的资料很少。我们研究了冷/热洗涤和热空气脱溶处理在去除居民消费后聚丙烯塑料废弃物中挥发性物质的有效性,以提高其应用范围和价值,并评估对机械和加工参数可能产生的副作用。冷洗和热洗回收物的污染物含量相似,大多数物质在 7 小时内被去除。虽然再加工会导致聚合物降解,表现为粘度、断裂伸长率和拉伸强度下降,但回收程序对机械或加工参数没有不利影响。对塑料废物进行清洗和热空气脱附处理可提高其机械性能并大大减少异味物质的数量,从而改善其应用范围和价值,但通常不适合包装等高质量应用。由于塑料的主要用途是包装废弃物,加上有关食品级回收料应用的严格立法,回收料的广泛应用将面临挑战。因此,在废物分拣、清洗和脱附技术取得进步,产生污染较少且性能更佳的回收料之前,回收料必须广泛用于非食品接触用途。
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引用次数: 0
Review on the recycling of anode graphite from waste lithium-ion batteries 从废旧锂离子电池中回收负极石墨综述
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-04 DOI: 10.1007/s10163-024-02093-4
Md Shariful Islam, Amanendra K. Kushwaha, Manoranjan Misra

In the drive to reduce carbon emissions, the widespread adoption of electric vehicles (EVs) has surged, with Lithium-Ion Batteries (LIBs) emerging as the preferred power source due to their environmental benefits and technical advantages. LIBs contain a significant proportion (12%—20%) of graphite, crucial for their anode's electrode active material, sourced primarily through mining and synthesis. However, concerns arise as a few countries, notably China, Turkey, and Brazil, control over 78% of the world's natural graphite reserves, highlighting potential supply chain risks. In addition to that, synthesizing graphite is expensive, and with the ever-increasing demand for EVs, the prices are expected to increase even further. Recycling graphite from waste LIBs extracted from EVs and electronic devices could potentially be a secondary source of graphite. This recycled graphite source can mitigate supply chain risk, preserve natural resources, lower prices, and decrease environmental pollution. This comprehensive review examines various pretreatment techniques and methodologies for recycling graphite from waste LIBs. It also provides a comparative discussion on the purity and recovery of graphite, its challenges, and prospects in LIB recycling technologies. This review serves as a valuable guide for researchers seeking sustainable practices and recycling methodologies in the EV industry.

为了减少碳排放,电动汽车(EV)的普及率急剧上升,锂离子电池(LIB)因其环境效益和技术优势而成为首选动力源。锂离子电池含有相当比例(12%-20%)的石墨,这对其阳极的电极活性材料至关重要,石墨主要通过采矿和合成获得。然而,由于中国、土耳其和巴西等少数几个国家控制着全球 78% 以上的天然石墨储量,凸显了潜在的供应链风险。此外,合成石墨的成本很高,随着电动汽车需求的不断增长,预计价格还会进一步上涨。从电动汽车和电子设备中提取的废 LIB 中回收石墨有可能成为石墨的第二来源。这种再生石墨来源可以降低供应链风险、保护自然资源、降低价格并减少环境污染。本综述探讨了从废弃 LIB 中回收石墨的各种预处理技术和方法。该综述还对石墨的纯度和回收率、其面临的挑战以及 LIB 回收技术的前景进行了比较讨论。对于在电动汽车行业中寻求可持续实践和回收方法的研究人员来说,本综述是一份宝贵的指南。
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引用次数: 0
Brewer’s spent grain-based biochar as a renewable energy source and agriculture substrate 以酿酒废谷为基础的生物炭作为可再生能源和农业基质
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-02 DOI: 10.1007/s10163-024-02078-3
Romina Zabaleta, Erick Torres, Eliana Sánchez, Rodrigo Torres-Sciancalepore, Paula Fabani, Germán Mazza, Rosa Rodriguez

This work focuses on brewer’s spent grain (BSG) slow pyrolysis and examines the influence of the pyrolysis temperatures on the BSG biochar properties. The BSG biochar suitability as an energy vector, emphasizing its potential as a biofuel, was evaluated. Moreover, the biochar effects on lentil sprout germination were assessed, having practical implications for industries involved in seed production, nursery operations, and crop cultivation. Pyrolysis tests at 673, 773, and 873 K were carried out. Bioenergy indexes were calculated, and germination tests were carried out to obtain lentil sprouts. The BSG biochar obtained at 673 K presented the best performance for use as biofuel. Regarding the germination tests, the different biochar was applied at 4 doses, and the addition of biochar strongly influenced the evaluated parameters. The biochar obtained at 773 K and added at a dose of 5% doubled the values of mean germination time, seed vigor, and time for 50% of the seeds to emerge compared to the control, constituted only with distilled water. This evaluation adds a novel aspect providing valuable insights into the optimal pyrolysis conditions for producing BSG biochar, considering its use as an energy vector and substrate to obtain lentil sprouts.

这项工作的重点是啤酒糟(BSG)的缓慢热解,并研究热解温度对 BSG 生物炭特性的影响。评估了 BSG 生物炭作为能源载体的适用性,强调了其作为生物燃料的潜力。此外,还评估了生物炭对扁豆发芽的影响,这对种子生产、苗圃经营和作物栽培等行业具有实际意义。在 673、773 和 873 K 下进行了热解试验。计算了生物能指数,并进行了发芽试验,以获得扁豆芽。在 673 K 下获得的 BSG 生物炭在用作生物燃料方面表现最佳。在发芽试验中,使用了 4 种不同剂量的生物炭,生物炭的添加量对评估参数有很大影响。与仅用蒸馏水配制的对照组相比,在 773 K 下获得的生物炭(添加剂量为 5%)在平均发芽时间、种子活力和 50% 种子萌发时间方面的数值增加了一倍。考虑到 BSG 生物炭可用作获取扁豆芽的能量载体和基质,该评估为生产 BSG 生物炭的最佳热解条件提供了新的视角。
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引用次数: 0
An improved identification method based on Bayesian regularization optimization for the imbalanced proportion plastics recycling using NIR spectroscopy 基于贝叶斯正则优化的改进识别方法,利用近红外光谱技术识别比例失衡的塑料回收物
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-01 DOI: 10.1007/s10163-024-02083-6
Huaqing Li, Lin Li, Shengqiang Jiao, Fu Zhao, John W. Sutherland, Fengfu Yin

Near-infrared (NIR) spectroscopy is an efficient and non-destructive method for the identification and classification of mixed plastics. In the identification process of NIR spectroscopy, the dataset proportion of each type of plastic obtained is imbalanced due to the difficulty of obtaining or special application environments. When the backpropagation neural network (BPNN) identification model identifies samples with imbalanced proportions, it may misidentify plastic categories with small proportions, or even fail to identify them. Considering this, this study proposes an improved BPNN identification method based on Bayesian regulation optimization. To illustrate the performance of the proposed model, NIR spectroscopy data from 200 samples of plastic-containing additives were analyzed for four plastics: acrylonitrile butadiene styrene, polyamide, polypropylene, and polycarbonate/acrylonitrile butadiene styrene blend. The spectral data was preprocessed by Savitzky-Golay smoothing and multivariate scatter correction. Competitive adaptive reweighted sampling method was used to extract information from the spectral data. The identification ability of the proposed model was evaluated using accuracy, recall and precision determined through macro and micro average The experimental results show that the overall accuracy of the proposed method to identify imbalanced small proportion plastics is improved by 7.7% on average compared with the method using the BPNN identification model.

近红外光谱法是一种高效、无损的混合塑料鉴定和分类方法。在近红外光谱的识别过程中,由于获取困难或应用环境特殊等原因,获得的各类塑料的数据集比例是不平衡的。当反向传播神经网络(BPNN)识别模型识别比例不平衡的样本时,可能会误识比例较小的塑料类别,甚至无法识别。有鉴于此,本研究提出了一种基于贝叶斯调节优化的改进型 BPNN 识别方法。为了说明所提模型的性能,我们分析了 200 个含塑料添加剂样品的近红外光谱数据,涉及四种塑料:丙烯腈-丁二烯-苯乙烯、聚酰胺、聚丙烯和聚碳酸酯/丙烯腈-丁二烯-苯乙烯混合物。光谱数据经过萨维茨基-戈莱平滑处理和多元散度校正预处理。采用竞争性自适应再加权采样法从光谱数据中提取信息。实验结果表明,与使用 BPNN 识别模型的方法相比,拟议方法识别不平衡小比例塑料的总体准确率平均提高了 7.7%。
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引用次数: 0
期刊
Journal of Material Cycles and Waste Management
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