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Comparative analysis of metal oxide nanoparticle accumulation in landfill gas engine combustion chambers: Insights from three sites 垃圾填埋场气体发动机燃烧室中金属氧化物纳米粒子积累的比较分析:来自三个地点的启示。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-12 DOI: 10.1016/j.wasman.2024.11.003
Özge Östürk Sömek , Fikret Yıldız , Orhan Sevimoğlu
Combustion chamber deposits adversely affect the operating performance of gas engines. In this study, the elemental composition of deposit samples collected from the inner surface of combustion chambers in gas engines across three different facilities was examined using various methods. The proportional changes in metal oxides along the internal cross-sectional surfaces of the deposits were examined to depict the deposit formation process from beginning to end. Additionally, the study investigated the identification of metals accumulated in the engine oil, their contribution to deposit formation, and the accumulation mechanisms of metal oxide nanoparticles on the engine’s interior metal surfaces. The main elements identified in the deposits from the Odayeri and Kömürcüoda facilities were Si, S, and Ca, whereas deposits from the Dilovası facility contained Si and Sb. These major elements, identified by SEM-EDS, were confirmed through XRF analysis. XRD analysis further confirmed the presence of Ca and S as CaSO4 crystals in the deposits. Ca originates from additives used to increase the total base number of engine oil and control the corrosive effects of landfill gas. It has been determined that silicon accumulates in engine oil over time. An important finding is that metal oxides in the combustion chamber primarily accumulate through impaction, sticking, and thermophoresis mechanisms.
燃烧室沉积物会对燃气发动机的运行性能产生不利影响。在这项研究中,我们使用各种方法检测了从三个不同设备的燃气发动机燃烧室内表面收集的沉积物样本的元素组成。研究了沉积物内部横截面上金属氧化物的比例变化,以描述沉积物自始至终的形成过程。此外,该研究还调查了发动机油中积累的金属的识别、它们对沉积物形成的作用以及金属氧化物纳米颗粒在发动机内部金属表面的积累机制。在 Odayeri 和 Kömürcüoda 工厂的沉积物中发现的主要元素为 Si、S 和 Ca,而在 Dilovası 工厂的沉积物中则含有 Si 和 Sb。通过扫描电子显微镜-电子显微镜 (SEM-EDS) 确定的这些主要元素通过 XRF 分析得到了确认。XRD 分析进一步证实,矿床中的 Ca 和 S 以 CaSO4 晶体的形式存在。钙来自于用于增加机油总碱值和控制垃圾填埋气腐蚀性的添加剂。已确定硅会随着时间的推移在发动机油中累积。一个重要的发现是,燃烧室中的金属氧化物主要是通过撞击、粘附和热泳机制积累起来的。
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引用次数: 0
Sustainable nanocellulose coating for EPS geofoam extracted from agricultural waste 从农业废弃物中提取的可持续纳米纤维素涂层用于发泡聚苯乙烯土工泡沫。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-11 DOI: 10.1016/j.wasman.2024.11.011
Rana Adel , Irene Samy Fahim , Emad S. Bakhoum , Ahmed M. Ahmed , Sherif S. AbdelSalam
Expanded polystyrene (EPS) geofoam blocks are gaining acceptance across industries due to their low density, insulation properties, strength, compressibility, and shock absorption under dynamic loads. The effective application of EPS is impeded by restrictions imposed by using conventional polymer-based synthetic geomembrane insulation ought for protection. Meanwhile, the production process of the geomembrane has detrimental environmental impacts, incurs high costs, and limits the utilization of EPS blocks in various applications. This research aims to create an innovative nanocoating substance using nanocellulose derived from agricultural residues to provide an eco-friendly alternative to geomembranes. The nanocellulose was extracted from four agricultural waste materials; sugarcane bagasse, banana fibers, rice straw, and spent-ground coffee; where each had a local percentage yield of 35 %, 25 %, 19 %, and 10 %, respectively. Based upon a technical criterion provided by the transmission electron microscopy (TEM) micrographs, the TOPSIS multi-criteria decision-making method was used to rank the sustainability of waste materials. It was found that sugarcane bagasse (SCB) is the most sustainable type with the smallest nano particle size. Nanocellulose extracted from SCB was characterized using X-ray diffraction (XRD), energy dispersive X-ray (EDX), nuclear magnetic resonance (NMR), and Fourier transform infrared spectroscopy (FTIR). The innovative nanocellulose coating primarily consisted of a nanocellulose mixture (SCB + water), polyvinyl acetate (PVA), and zinc oxide. Fourteen distinct formulas were obtained to identify the optimal proportions suitable for application on EPS surface with respect to the nano particle size, purity, and binding energy between the elements. It was found that the optimum formula consists of 42 % SCB, 50 % PVA, and 8 % zinc oxide.
发泡聚苯乙烯(EPS)土工泡沫砌块因其低密度、绝缘性能、强度、可压缩性以及在动态载荷下的减震性而逐渐被各行各业所接受。由于传统的聚合物基合成土工膜隔热保护措施的限制,EPS 的有效应用受到了阻碍。同时,土工膜的生产过程对环境有不利影响,成本高昂,限制了 EPS 块料在各种应用中的使用。本研究旨在利用从农业残留物中提取的纳米纤维素创造一种创新的纳米涂层物质,为土工膜提供一种生态友好型替代品。纳米纤维素是从四种农业废料(甘蔗渣、香蕉纤维、稻草和磨碎的咖啡)中提取的,每种材料的本地产量百分比分别为 35%、25%、19% 和 10%。根据透射电子显微镜(TEM)显微照片提供的技术标准,采用 TOPSIS 多标准决策法对废物材料的可持续性进行排序。结果发现,甘蔗渣(SCB)的纳米粒度最小,是最具可持续性的类型。利用 X 射线衍射 (XRD)、能量色散 X 射线 (EDX)、核磁共振 (NMR) 和傅立叶变换红外光谱 (FTIR) 对从甘蔗渣中提取的纳米纤维素进行了表征。创新的纳米纤维素涂层主要由纳米纤维素混合物(SCB + 水)、聚醋酸乙烯酯(PVA)和氧化锌组成。根据纳米粒径、纯度和元素之间的结合能,获得了 14 种不同的配方,以确定适合应用于 EPS 表面的最佳比例。结果发现,最佳配方由 42 % SCB、50 % PVA 和 8 % 氧化锌组成。
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引用次数: 0
Valorization of organic waste through black soldier fly: On the way of a real circular bioeconomy process 通过黑兵蝇实现有机废物的价值化:迈向真正的循环生物经济进程。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-11 DOI: 10.1016/j.wasman.2024.10.030
Daniele Bruno , Marco Orlando , Edoardo Testa , Marco Carnevale Miino , Giulia Pesaro , Matteo Miceli , Loredano Pollegioni , Vincenzina Barbera , Elisa Fasoli , Lorenza Draghi , Alberto Pietro Damiano Baltrocchi , Navarro Ferronato , Raffaello Seri , Elena Maggi , Silvia Caccia , Morena Casartelli , Gianluca Molla , Maurizio Stefano Galimberti , Vincenzo Torretta , Andrea Vezzulli , Gianluca Tettamanti
The transition from a linear to a circular production system involves transforming waste into valuable resources. Insect-mediated bioconversion, particularly using black soldier fly (BSF) larvae, can offer a promising opportunity to convert the organic fraction of municipal solid waste (OFMSW) into protein-rich biomass. However, current regulatory restrictions do not allow the use of this substrate to obtain insect proteins for animal feed, prompting the exploration of other applications, such as the production of bioplastics. Here, we explored at laboratory scale an innovative and integrated circular supply chain which aims to valorize the OFMSW through BSF larvae for the production of biobased materials with high technological value. BSF larvae reared on this organic waste showed excellent growth performance and bioconversion rate of the substrate. The use of well-suited extraction methods allowed the isolation of high-purity lipids, proteins, and chitin fractions, which are building blocks to produce biobased materials. In particular, the protein fraction was used to develop biodegradable plastic films which showed potential for replacing traditional petroleum-based materials, with the possibility to be fully recycled back to amino acids. Socioeconomic analysis highlighted values generated along the entire supply chain, and life cycle assessment pointed out that lipid extraction was the most challenging step: implementation of more sustainable methods is thus needed to reduce the overall environmental impact of the proposed chain. In conclusion, this study represents a proof of concept gathering evidence to support the feasibility of an alternative supply chain that can promote circular economy while valorising organic waste.
从线性生产系统向循环生产系统的过渡涉及将废物转化为有价值的资源。以昆虫为媒介的生物转化,特别是利用黑背天蝇(BSF)幼虫,为将城市固体废弃物(OFMSW)中的有机部分转化为富含蛋白质的生物质提供了一个大有可为的机会。然而,目前的法规限制不允许使用这种基质获取昆虫蛋白质作为动物饲料,这促使人们探索其他应用,如生产生物塑料。在此,我们在实验室规模上探索了一条创新的综合循环供应链,旨在通过 BSF 幼虫将 OFMSW 价值化,用于生产具有高技术价值的生物基材料。在这种有机废物上饲养的 BSF 幼虫表现出优异的生长性能和基质生物转化率。通过使用合适的提取方法,可以分离出高纯度的脂质、蛋白质和甲壳素组分,这些组分是生产生物基材料的基石。其中,蛋白质部分被用于开发可生物降解的塑料薄膜,该薄膜具有替代传统石油基材料的潜力,并有可能被完全回收利用,重新生成氨基酸。社会经济分析强调了整个供应链产生的价值,而生命周期评估则指出,脂质提取是最具挑战性的步骤:因此需要采用更具可持续性的方法,以减少拟议供应链对环境的总体影响。总之,这项研究是一项概念验证,它收集的证据支持了替代供应链的可行性,该供应链可促进循环经济,同时对有机废物进行估值。
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引用次数: 0
Biodegradable waste does not always degrade faster than plastic 可生物降解的废物并不一定比塑料降解得快。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-11 DOI: 10.1016/j.wasman.2024.11.012
Frederik Dalgaard Kjaer , François-Xavier Joly
Plastic pollution has become a global environmental issue, with between 22 and 48 millions of tons of plastic waste accumulating in the environment annually. Transitioning from conventional plastics to biodegradable materials for single-use items could limit this accumulation, but the degradation advantage of biodegradable material over plastic lacks empirical evidence from in situ experiments. Here, we compared the short-term degradation of seven single-use items (e.g., shopping bags, take-away boxes), made from plastic and biodegradable materials, in both marine and terrestrial environments. Biodegradable items tended to degrade faster than their plastic counterparts, but this advantage occurred in less than half of the situations tested (6 out of 14 situations). Notably, biodegradable items degraded faster than plastic counterparts more often in the terrestrial (5 out of 7 items) compared to the marine (1 out of 7 items). Interestingly, biodegradable items made of plant-based materials, such as bagasse and cellulose, generally degraded more rapidly than plastic, while those made of polylactic acid rarely degraded faster than plastic. We conclude that biodegradable single-use items should not be disposed of in the environment and require adequate waste management, and we encourage future research on the long-term degradation of biodegradable items in a range of environments.
塑料污染已成为全球环境问题,每年有 2,200 万至 4,800 万吨塑料垃圾在环境中累积。一次性用品从传统塑料过渡到生物降解材料可以限制这种积累,但生物降解材料相对于塑料的降解优势缺乏现场实验的经验证据。在这里,我们比较了七种一次性物品(如购物袋、外卖盒)在海洋和陆地环境中的短期降解情况,这些物品分别由塑料和生物可降解材料制成。生物降解物品的降解速度往往快于塑料物品,但这种优势只出现在不到一半的测试环境中(14 种环境中的 6 种)。值得注意的是,在陆地环境中,生物降解物品比塑料物品降解得更快(7 种物品中的 5 种),而在海洋环境中,生物降解物品比塑料物品降解得更快(7 种物品中的 1 种)。有趣的是,由甘蔗渣和纤维素等植物性材料制成的可生物降解物品通常比塑料降解得更快,而由聚乳酸制成的可生物降解物品很少比塑料降解得更快。我们的结论是,可生物降解的一次性使用物品不应丢弃在环境中,需要进行适当的废物管理,我们鼓励今后对可生物降解物品在各种环境中的长期降解情况进行研究。
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引用次数: 0
Life cycle optimization oriented to sustainable waste management and circular economy: A review 以可持续废物管理和循环经济为导向的生命周期优化:综述。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-09 DOI: 10.1016/j.wasman.2024.11.001
Dandan Zhao , Yong Chen , Haoran Yuan , Dezhen Chen
Life cycle optimization (LCO) is an effective decision-making method combining life cycle assessment and optimization, which is capable of adjusting system configurations to meet specified sustainability goals. This study analyzed the status quo of LCO studies related to sustainable waste management and the circular economy. Most studies have focused on simultaneously optimizing environmental and economic objectives, whereas few have considered social impacts. Greenhouse gas emissions is the most commonly used environmental indicator in optimization, followed by the endpoint single-score indicator. A static deterministic model is often employed to formulate an LCO problem, while uncertainty and dynamic models are less frequently applied but cause concerns. To deal with multi-objective optimization, the ε-constraint method and non-dominated sorting genetic algorithm are popular. Waste LCO has been mainly applied to macro system planning, such as integrated municipal solid waste management systems, biowaste supply chains, waste-to-energy systems, and waste-to-resource networks, aiming to determine optimal waste allocation, facility capacity/location, technology choice, etc. It is occasionally used in optimizing process structure, operating conditions, blending ratio of feedstocks, and product development. Future research should focus on exploring the integration of more environmental and social indicators into multi-objective optimization, modeling under uncertainty, dynamic LCO, process and product optimization, and addressing the lack of multi-scale studies.
生命周期优化(LCO)是一种将生命周期评估与优化相结合的有效决策方法,它能够调整系统配置以满足特定的可持续发展目标。本研究分析了与可持续废物管理和循环经济相关的 LCO 研究现状。大多数研究侧重于同时优化环境和经济目标,而很少有研究考虑到社会影响。温室气体排放是优化中最常用的环境指标,其次是终点单分指标。在制定 LCO 问题时,通常采用静态确定性模型,而不确定性和动态模型较少使用,但也引起了关注。为了处理多目标优化问题,ε-约束法和非支配排序遗传算法比较流行。废物 LCO 主要应用于宏观系统规划,如城市固体废物综合管理系统、生物废物供应链、废物变能源系统和废物变资源网络,旨在确定最佳废物分配、设施容量/位置、技术选择等。偶尔也用于优化工艺结构、操作条件、原料混合比例和产品开发。未来的研究应侧重于探索将更多环境和社会指标纳入多目标优化、不确定性下的建模、动态 LCO、工艺和产品优化,以及解决缺乏多尺度研究的问题。
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引用次数: 0
Mitigation of zinc leaching from waste ground tire rubbers through polymer encapsulation 通过聚合物封装减轻废旧轮胎橡胶中的锌浸出。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-09 DOI: 10.1016/j.wasman.2024.11.008
Muhammad Adeel , Yanou Fishel , Johan Blom , Freddy Dardenne , Bart Michielsen , Jef Bergmans , Lorenz Van Nueten , Cedric Vuye , Christophe M.L. Vande Velde , Pieter Billen
The increasing disposal of waste tires is a growing environmental challenge requiring innovative recycling and reuse approaches. Crumb rubber, derived from end-of-life tires, has potential for various applications where resilience and elasticity are required. However, as highlighted by the upcoming ban on using crumb rubber granulate as infill for artificial turf in the EU, one of the most prominent issues, zinc leaching, urgently requires an effective solution. We studied a range of commercial polymer coatings as a zinc leaching barrier through batch and column leaching tests. This study demonstrates that coatings can reduce the leaching down to 1 % of that of uncoated rubber, reducing environmental risks while improving the prospects for continued use of crumb rubber in various applications. The physico-chemical relation between the coating structure and zinc leaching is elucidated for the most promising coatings by comparing the leaching results with FTIR, GPC and 1H NMR analyses. The use of certain additives shows a cumulative effect to further reduce zinc leaching, while improving UV- and moisture stability. Thermal stability is controlled by the stability of the polymer base. These findings allow us to tailor the mechanical properties to various applications requiring specific elasticity and durability, while retaining the versatility and adaptability of crumb rubber in a range of scenarios. Additionally, the use of additives, typically cheaper than the polymer matrix, enhances the economic viability. By effectively controlling zinc leaching and tailoring mechanical properties through coatings, this study offers a way to extend the life and utility of waste rubbers.
越来越多的废轮胎被丢弃,这是一个日益严峻的环境挑战,需要创新的回收和再利用方法。从报废轮胎中提取的橡胶屑可用于各种需要回弹性和弹性的应用领域。然而,欧盟即将禁止使用橡胶屑颗粒作为人造草坪的填充物,这凸显了最突出的问题之一--锌浸出,迫切需要有效的解决方案。我们通过批量和柱浸出试验研究了一系列作为锌浸出屏障的商用聚合物涂层。这项研究表明,涂层可将沥滤量降至未涂层橡胶的 1%,从而降低了环境风险,同时改善了在各种应用中继续使用橡胶屑的前景。通过将沥滤结果与傅立叶变换红外光谱、气相色谱和 1H NMR 分析进行比较,阐明了最有前景的涂层结构与锌沥滤之间的物理化学关系。使用某些添加剂会产生累积效应,进一步减少锌的沥滤,同时提高紫外线和湿度稳定性。热稳定性由聚合物基的稳定性控制。这些发现使我们能够根据对弹性和耐久性有特殊要求的各种应用定制机械性能,同时保留了碎屑橡胶在各种情况下的多功能性和适应性。此外,添加剂的使用通常比聚合物基体便宜,从而提高了经济可行性。通过有效控制锌浸出并通过涂层调整机械性能,这项研究为延长废橡胶的寿命和用途提供了一种方法。
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引用次数: 0
Insights into sulfur migration and transformation during the magnetization roasting of iron tailings and textile dyeing sludge 铁尾矿和纺织印染污泥磁化焙烧过程中硫迁移和转化的启示。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-08 DOI: 10.1016/j.wasman.2024.11.005
Xiqing Cui, Xunan Ning, Jianyi Zhang, Dingyuan Zhang, Guoqiang Qiu, Yi Wang
Magnetization roasting of iron tailings (IT) is an effective method to recovery fine iron concentrate (IC) from refractory IT. However, the migration and transformation of sulfur during the roasting process remain unclear, impacting iron quality if sulfur content exceeds the allowable limit value. This study investigates the sulfur release and fixation during magnetization roasting of textile dyeing sludge (TDS) and IT, elucidating the sulfur migration and transformation processes. Results indicate that 31.7 % of sulfur migrates to the gas phase due to the thermal decomposition of organic-S and the reduction of high-valent sulfur to SO2 by H2 and CO. The total sulfur (TS) content in tailing slag (TSL) (1.96 %) is significantly higher than that in the roasted product (RP) (0.84 %), suggesting a tendency for sulfur migration into TSL. This migration is attributed to reactions between H2S/COS and Fe2O3/Fe3O4, resulting in the formation of non-magnetic byproduct FeS. Additionally, due to the symbiosis of hematite and sulfate, sulfur in the IC primarily exists as sulfate sulfur (76.98 %). This research is crucial for quality control in iron ore processing and provides theoretical guidance for sulfur regulation in practical production processes.
对铁尾矿(IT)进行磁化焙烧是一种从难选 IT 中回收精铁精矿(IC)的有效方法。然而,硫在焙烧过程中的迁移和转化仍不清楚,如果硫含量超过允许限值,就会影响铁的质量。本研究调查了纺织印染污泥(TDS)和 IT 在磁化焙烧过程中的硫释放和固定情况,阐明了硫的迁移和转化过程。结果表明,由于有机硫的热分解以及 H2 和 CO 将高价硫还原为 SO2,31.7% 的硫迁移到气相中。尾渣 (TSL) 中的总硫 (TS) 含量(1.96%)明显高于焙烧产品 (RP) 中的总硫 (0.84%),这表明硫有向 TSL 中迁移的趋势。这种迁移可归因于 H2S/COS 与 Fe2O3/Fe3O4 之间的反应,从而形成非磁性副产品 FeS。此外,由于赤铁矿和硫酸盐的共生作用,集成电路中的硫主要以硫酸盐硫(76.98%)的形式存在。这项研究对铁矿石加工的质量控制至关重要,并为实际生产过程中的硫调节提供了理论指导。
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引用次数: 0
Low-carbon and high-value utilization of hazardous industrial organic waste: From molecular mechanism to application 危险工业有机废物的低碳和高价值利用:从分子机制到应用。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-07 DOI: 10.1016/j.wasman.2024.11.007
Ying Tian , Sichao Cai , Yuansen Li , Lin He , Hong Sui
The management of large volumes of hazardous organic waste poses remarkable challenges due to costs and environmental pollution in industrial processes. Developing a universal strategy for recycling such waste is crucial for environmental protection. Herein, a reaction-based strategy has been proposed to recover and recycle the heavy phenolic slag wastes (HPSW) in a high-valued way. After analyzing the chemical structure of HPSW, the polycondensation method has been used to convert HPSW into an activated carbon adhesive (ACA) through reaction between phenolic hydroxyl groups and formaldehyde. The newly prepared activated carbon sample (AC-12, at optimal conditions) exhibited a high iodine value of 1320.80 mg·g−1 and a specific surface area of 1368.8 m2·g−1. It demonstrates high efficiency in adsorbing organic pollutants from both gaseous (p-xylene vapor) and liquid phases (methylene blue), with an equilibration time under 15 min, achieving the standard of high-end commercial ACs. This environmentally friendly and cost-effective method offers innovative approaches for the resourceful recycling and treatment of various types of organic waste, facilitating the efficient utilization and disposal of hazardous organic solid wastes in industries.
由于工业生产过程中的成本和环境污染问题,大量有害有机废物的管理面临着巨大挑战。制定回收利用此类废物的通用策略对环境保护至关重要。本文提出了一种基于反应的高价值重酚渣废物(HPSW)回收和循环利用策略。在分析 HPSW 的化学结构后,采用缩聚法将 HPSW 通过酚羟基与甲醛的反应转化为活性炭粘合剂(ACA)。新制备的活性炭样品(AC-12,在最佳条件下)的碘值高达 1320.80 mg-g-1,比表面积为 1368.8 m2-g-1。它能高效吸附气相(对二甲苯蒸气)和液相(亚甲基蓝)中的有机污染物,平衡时间小于 15 分钟,达到了高端商用活性炭的标准。这种既环保又经济的方法为各类有机废弃物的资源化回收和处理提供了创新途径,有利于工业中有害有机固体废弃物的有效利用和处置。
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引用次数: 0
Data-centric approach for instance segmentation in optical waste sorting 以数据为中心的光学垃圾分类实例分割方法。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-07 DOI: 10.1016/j.wasman.2024.11.002
Anna Iliushina , Gleb Mazanov , Sergey Nesteruk , Andrey Pimenov , Anton Stepanov , Nadezhda Mikhaylova , Anna Baldycheva , Andrey Somov
Computer vision systems have been integrated into facilities dealing with the sorting of household waste. This solution allows for the sorting efficiency improvement and cost reduction. However, challenges associated with the poor annotation quality of existing waste segmentation datasets, unsuitable environment for recognition on a conveyor belt, or limited data for creating an effective and cost-efficient sorting system using visible range cameras significantly limit the application efficiency of computer vision systems. In this article, we report on the data-centric pipeline for enhancing the precision of predictions in multiclass household waste segmentation on a conveyor belt. In particular, we have demonstrated that by employing a pseudo-annotation approach combined with an object-based data augmentation algorithm, it is possible to train a model on a set of ’simple’ images and achieve satisfactory results when estimating the model on a set of ’complex’ images. We collected and prepared the dataset consisting of 5 k manually labeled data and additionally 10 k pseudo-labeled data by object-based augmentation. The proposed pipeline incorporates data balancing, transfer learning, and pseudo-labeling to improve the mean Average Precision (mAP) of the YOLOV8 segmentation model from 67 % to 83 % for ’simple’ use case scenarios and from 42 % to 59 % or ’complex’ industrial solutions.
计算机视觉系统已被集成到处理家庭垃圾分类的设施中。这种解决方案可以提高分类效率并降低成本。然而,现有垃圾分类数据集的注释质量差、不适合在传送带上进行识别的环境,或使用可见光范围相机创建有效且具有成本效益的分类系统所需的数据有限,这些挑战极大地限制了计算机视觉系统的应用效率。在本文中,我们报告了以数据为中心的管道,用于提高传送带上多类别家庭垃圾分类的预测精度。我们特别证明,通过采用伪标注方法与基于对象的数据增强算法相结合,可以在一组 "简单 "图像上训练模型,并在一组 "复杂 "图像上估计模型时取得令人满意的结果。我们收集并准备了一个数据集,该数据集由 5 千个人工标注数据和 10 千个基于对象增强的伪标注数据组成。所提出的管道结合了数据平衡、迁移学习和伪标记,在 "简单 "用例场景中将 YOLOV8 分段模型的平均精度 (mAP) 从 67% 提高到 83%,在 "复杂 "工业解决方案中则从 42% 提高到 59%。
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引用次数: 0
Triple water rinsing does not always render waste plastic pesticide containers non-hazardous waste 三倍水冲洗并不总能使废弃塑料杀虫剂容器成为无害废物
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-06 DOI: 10.1016/j.wasman.2024.11.004
Georgios Garbounis , Helen Karasali , Dimitrios Komilis
After pesticide application onto crops, waste plastic pesticide containers (WPPC) may still contain residual active substances (AS) that are typically hazardous. Specific limits exist per pesticide active substance to classify WPPC as hazardous or non-hazardous wastes. The most frequent limit is 0.1% w/w (mass of active substance per mass of as received container). Triple rinsing is a widely used management technique to decontaminate WPPC and determine their downstream management. However, its efficiency needs to be evaluated for new types of pesticides. The goal of the work was to measure the residual contents of 15 new pesticide AS, widely used all over the world, before and after triple rinsing using 56 WPPC. In addition, the contents of pesticide AS sorbed onto the plastic containers are analyzed for the first time. Results show that all unrinsed WPPC had residual AS contents above the hazard limits except for four AS. Triple rinsing removed from 68.3% (minimum) to 99.9% (maximum) of the liquid contents of 15 active substances. However, due to high variances of the AS contents after triple rinsing, mean values before and after rinsing were statistically equal for 8 out of 14 AS. The sorbed AS contents ranged from 3% to 97% of the total AS content. Only Azoxystrobin’s total content (i.e. the sum of liquid and sorbed phases) slightly exceeded the hazard limit of 0.1% w/w. Conclusively, triple rinsing may not always lead to AS content reductions below hazard limits. The sorbed contents should be considered to check legal compliances.
在农作物上施用农药后,废塑料农药容器(WPPC)仍可能含有残留的活性物质(AS),而这些物质通常是有害的。每种农药活性物质都有特定的限制,可将 WPPC 划分为危险废物或非危险废物。最常见的限值是 0.1% w/w(活性物质的质量/接收容器的质量)。三重漂洗是一种广泛使用的管理技术,用于净化 WPPC 并确定其下游管理。然而,需要对新型农药的效率进行评估。这项工作的目标是在使用 56 个 WPPC 进行三重漂洗之前和之后,测量在全球广泛使用的 15 种新农药 AS 的残留含量。此外,还首次分析了吸附在塑料容器上的农药 AS 的含量。结果表明,除四种 AS 外,所有未经漂洗的 WPPC 的残留 AS 含量都超过了危害限值。三重漂洗可去除 68.3%(最少)至 99.9%(最多)的 15 种活性物质的液体含量。不过,由于三重漂洗后的 AS 含量差异较大,在 14 种 AS 中,有 8 种在漂洗前后的平均值在统计上是相等的。吸附的 AS 含量占总 AS 含量的比例从 3% 到 97% 不等。只有唑啉草酯的总含量(即液相和吸附相的总和)略微超过了 0.1% w/w 的危害限值。总之,三重漂洗不一定能使 AS 含量降至危害限值以下。在检查是否符合法律规定时,应考虑吸附含量。
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Waste management
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