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Life cycle assessment of plastic waste management in Mozambique 莫桑比克塑料废物管理的生命周期评估
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-26 DOI: 10.1007/s10163-024-02098-z
Letícia Sarmento dos Muchangos, Lisa Ito, Akihiro Tokai

Low-income coastal nations such as Mozambique grapple with providing sustainable and effective management of plastic waste (PW), which influences the increase in disease prevalence and of diverse adverse environmental impacts, primarly terrestrial and marine pollution. About 490,000 tons, from domestic generation and imports, make up the total PW in the system. In this study, a life cycle assessment (LCA) was employed to clarify the associated environmental impacts of 1 kg of PW within the waste management system in Mozambique. It was explained that over 95% of PW ended up in open dumpsites, with about 60% open burned, significantly impacting the ecotoxicity and global warming categories—5.49 kg of 1,4-dichlorobenzene (1,4-DCB) for terrestrial ecotoxicity, 4.99 kg of 1,4-DCB for human non-carcinogenic ecotoxicity, and 1.57 kg of carbon dioxide equivalent (CO2 eq) for global warming potential. The findings provide a quantitative baseline understanding of PW management impacts in the country, thus identifying junctures and opportunities that can help inform and enable the development of policies and strategies for a sustainable PW management system.

Graphical abstract

莫桑比克等低收入沿海国家正在努力提供可持续和有效的塑料废物管理,塑料废物影响到疾病发病率的增加和各种不利的环境影响,主要是陆地和海洋污染。来自国内发电和进口的约49万吨构成了系统的总PW。在本研究中,采用生命周期评估(LCA)来阐明莫桑比克废物管理系统中1千克PW的相关环境影响。据解释,超过95%的废塑料最终进入露天垃圾场,其中约60%被露天焚烧,显著影响了生态毒性和全球变暖类别——5.49千克的1,4-二氯苯(1,4- dcb)为陆地生态毒性,4.99千克的1,4- dcb为人类非致癌生态毒性,1.57千克的二氧化碳当量(CO2 eq)为全球变暖潜势。研究结果提供了对该国野生动植物管理影响的定量基线了解,从而确定了有助于为可持续的野生动植物管理系统提供信息和制定政策和战略的时机和机会。图形抽象
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引用次数: 0
Comprehensive review on virgin and reclaimed PET fiber concrete integrating surface treatment 原纤维与再生纤维混凝土综合表面处理综述
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-20 DOI: 10.1007/s10163-024-02117-z
S. M. D. V. Suraweera, Sudhira De Silva, Chamila Gunasekara, David W. Law, Champika Ellawala, Sujeeva Setunge

Studies have explored the engineering properties of Polyethylene Terephthalate (PET) fiber-reinforced concrete, including mechanical strength, crack control, and durability. However, a comprehensive analysis incorporating surface treatment is lacking. This paper provides an extensive analytical database, including previous literature on the mechanical and durability properties of PET fiber-reinforced concrete and the effects of fiber surface treatment on concrete performance. Furthermore, the microstructural and pore-structural properties of PET fiber-reinforced concrete are discussed, detailing the mechanisms behind these properties. This examines the effect of incorporating virgin and recycled PET fibers at mass percentages (wt%) of 0–2 and volume percentage (v%) of 0–12 of total mass/volume. Key findings include that the optimum PET fiber content for tensile and flexural strength is 0.5 v%, while higher contents cause fiber balling, reducing concrete’s performance. Notably, PET fiber-reinforced concrete shows a maximum compressive strength loss of 24% in 3% H2SO4 and 10% loss in pH 12.6 alkaline medium after 120 days. Surface treatment with 20 wt% NaOH and Silane improves compressive strength from 54 to 60 MPa. PET fiber coating with Graphene-oxide and Polydopamine increases frictional and chemical bonding in concrete by 85 and 70%, respectively. The study concludes that surface treatments enhance concrete properties by improving bonding and minimizing fiber degradation.

研究探讨了聚对苯二甲酸乙二醇酯(PET)纤维增强混凝土的工程性能,包括机械强度、裂缝控制和耐久性。然而,缺乏结合表面处理的综合分析。本文提供了一个广泛的分析数据库,包括先前关于PET纤维增强混凝土的力学和耐久性性能以及纤维表面处理对混凝土性能的影响的文献。此外,还讨论了PET纤维增强混凝土的微观结构和孔隙结构性能,详细介绍了这些性能背后的机制。本研究考察了在0-2的质量百分比(wt%)和0-12的总质量/体积百分比(v%)下掺入原生和再生PET纤维的效果。主要研究结果包括:拉伸和弯曲强度的最佳PET纤维含量为0.5 v%,而较高的含量会导致纤维成球,降低混凝土的性能。值得注意的是,120天后,PET纤维增强混凝土在3% H2SO4中最大抗压强度损失为24%,在pH 12.6碱性介质中最大抗压强度损失为10%。用20 wt%的NaOH和硅烷进行表面处理,可将抗压强度从54提高到60 MPa。含有氧化石墨烯和聚多巴胺的PET纤维涂层分别使混凝土中的摩擦力和化学键增加了85%和70%。研究得出结论,表面处理通过改善粘合和减少纤维降解来提高混凝土性能。
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引用次数: 0
A study of residents’ behavior in participating in smart waste sorting system based on structural equation modeling 基于结构方程模型的居民参与智能垃圾分类系统行为研究
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-17 DOI: 10.1007/s10163-024-02115-1
Ming Wang, Kewang Cao, Naseer Muhammad Khan, Xiaoman Hu, Yinuo Zhao, Furong Dong

Waste classification is vital for addressing the current urban waste crisis. However, existing research on intelligent waste classification systems has limitations compared to traditional methods. This study, grounded in the theory of planned behavior and contextualized within Chinese policy frameworks, surveyed 614 participants from Shanghai, Suzhou, Hangzhou, and other cities. The aim was to analyze residents’ willingness to engage with intelligent waste classification systems and to construct a theoretical model. Structural equation modeling was employed to examine the influence of system usability, incentives, time costs, social impact, behavioral attitudes, and intentions on residents’ participation in intelligent waste classification. The findings reveal that perceived ease of use, perceived motivation, and time cost are significantly positively associated with behavioral attitudes. In addition, time cost, social impact, safety perception, and intelligence perception are strongly linked to residents’ behavioral intentions. The ease of use, incentives, and time costs indirectly affect waste classification behavior through behavioral attitudes, while time costs, social impact, safety perception, and intelligence perception exert indirect effects through behavioral intentions. This study offers valuable insights for enhancing urban residents’ participation in waste classification initiatives.

垃圾分类对于解决当前的城市垃圾危机至关重要。然而,与传统方法相比,现有的智能垃圾分类系统研究存在局限性。本研究以计划行为理论为基础,以中国政策框架为背景,调查了来自上海、苏州、杭州和其他城市的614名参与者。目的是分析居民参与智能垃圾分类系统的意愿,并构建理论模型。采用结构方程模型考察了系统可用性、激励、时间成本、社会影响、行为态度和意愿对居民参与垃圾智能分类的影响。结果表明,感知易用性、感知动机和时间成本与行为态度显著正相关。此外,时间成本、社会影响、安全感知和智力感知与居民的行为意愿密切相关。易用性、激励和时间成本通过行为态度间接影响垃圾分类行为,时间成本、社会影响、安全感知和智能感知通过行为意图间接影响垃圾分类行为。本研究为提高城市居民对垃圾分类的参与提供了有价值的见解。
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引用次数: 0
Recycling End-of-Use Medicines for sustainability: an empirical investigation of return intention 可持续性回收用终药品:对回收意向的实证调查
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-16 DOI: 10.1007/s10163-024-02116-0
Sanju Kaladharan, Dhanya Manayath, G. Rejikumar

Recycling End-of-Use Medicines (REOUM) for reuse, which integrates circular economy principles, is a promising approach to reducing medicine wastage and improving access to medicines. This study presents an integrated theoretical model grounded in prominent theories, such as the Theory of Planned Behavior, Norm Activation Model, Value-Belief-Norm theory, and protection motivation theory, to explore the behavioral factors influencing End-of-Use Medicine (EOU-M) return intentions. The study investigates how antecedents like awareness of consequences, ascription of responsibility, social norms, and altruistic values affect EOU-M return intentions. In addition, the study examines the mediating effects of personal norms and attitudes, as well as the moderating effects of self-efficacy beliefs, response efficacy beliefs, and response cost. Perceptions concerning the behavioral intention to return EOU-M are recorded from urban residents (n = 238) using a structured questionnaire. A partial least square-structural equation modeling was used to analyze the variables’ linkages. Awareness of consequences and altruistic values were the most contributing antecedents of EOU-M return intention. Personal norms and attitudes were found to significantly mediate the effect of the antecedents on return intention. The findings suggest that policies enhancing awareness and promoting altruistic values can significantly boost REOUM efforts, contributing to sustainable medicine consumption practices.

将使用后药品回收再利用(REOUM)整合了循环经济原则,是减少药品浪费和改善药品可及性的一种有希望的方法。本研究以计划行为理论、规范激活理论、价值-信念-规范理论、保护动机理论等理论为基础,构建综合理论模型,探讨影响终端药物返还意愿的行为因素。该研究调查了后果意识、责任归属、社会规范和利他价值观等前因如何影响eu - m回报意图。此外,本研究还考察了个人规范和态度的中介作用,以及自我效能信念、反应效能信念和反应成本的调节作用。使用结构化问卷记录了城市居民(n = 238)对退还eu - m的行为意愿的看法。采用偏最小二乘结构方程模型分析了各变量之间的联系。结果意识和利他价值观是影响eu - m回报意愿的前因。发现个人规范和态度显著中介前因对回归意愿的影响。研究结果表明,提高意识和促进利他价值观的政策可以显著促进REOUM的努力,有助于可持续的药物消费行为。
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引用次数: 0
Assessment of greenhouse gas emissions in delhi landfills: analyzing factors affecting emissions and environmental implications 德里垃圾填埋场温室气体排放评估:分析影响排放和环境影响的因素
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-09 DOI: 10.1007/s10163-024-02114-2
Monojit Chakraborty, Richa Singh, Amit Awasthi, Vajinder Kumar, Avneesh Kumar, Simranjeet Kaur

Landfills are a primary method of waste disposal in developing nations despite their environmental impact. The decomposition of municipal organic waste in landfills generates potent greenhouse gases (GHGs) that contribute to the effects of urban climate change. In Delhi, India, which generates 11,144 tons per day (TPD) of municipal solid waste (MSW), three major landfill sites Ghazipur (GL), Bhalswa (BL), and Okhla (OL) were examined using the well-established in-situ static chamber method to measure emissions of carbon dioxide (CO2), methane (CH4), and nitrous oxide (N2O). This study highlights the need to address these uncertainties by comprehensively capturing GHG emissions from the diverse dynamics within the landfill through rigorous field experiments that account for spatial and temporal variability. The average CH4 emission fluxes from three years of extensive field studies exhibited high variability, measured at 1494 ± 893 (CV = 59.8%), 1576 ± 746 (CV = 47.3%), and 961 ± 322 (CV = 33.5%) mg m−2 h−1 for GL, BL, and OL, respectively. This resulted in CH4 emission factors (EFs) of 5.6 ± 3.5, 4.4 ± 1.9, and 4.2 ± 1.4 g kg−1 for GL, BL, and OL, respectively. The CO2 emission fluxes were 7520 ± 3401 (CV = 45.2%), 8005 ± 3907 (CV = 48.8%), and 5066 ± 1985 (CV = 39.2%) mg m−2 h−1 with corresponding EFs of 20.0 ± 7, 23.3 ± 9, and 16.3 ± 4.7 g kg−1. The N2O emission fluxes were 1210 ± 329 (CV = 27.2%), 998 ± 298 (CV = 30%) and 944 ± 339 (CV = 36%) μg m−2 h−1 with EFs of 3.8 ± 0.1, 2.5 ± 0.2, and 3.1 ± 0.3 mg kg−1 for GL, BL, and OL, respectively. Total GHG emissions from Delhi’s landfills were estimated as 328.6 ± 91.9, 231.0 ± 109.5, and 241.1 ± 112.2 Gg CO2 equivalent for 2009–10, 2010–11, and 2011–12. Investigating waste management practices such as spreading, covering, and compaction is essential for understanding their impact on GHG emissions and advancing climate change mitigation through waste-to-energy solutions for sustainable solid waste management and energy production. While the findings offer valuable understandings into emission patterns, the limited sample size introduces some uncertainty, and the EFs should be considered as a preliminary estimation of major GHG in three consecutive years. Future research is necessary to validate these factors with more extensive datasets that capture spatial and seasonal variations in emissions.

垃圾填埋场是发展中国家处理垃圾的主要方法,尽管它们对环境有影响。城市有机废物在垃圾填埋场的分解会产生强效的温室气体(ghg),导致城市气候变化的影响。在印度德里,每天产生11,144吨城市固体废物(MSW),三个主要的垃圾填埋场Ghazipur (GL), Bhalswa (BL)和Okhla (OL)使用成熟的原位静态室法来测量二氧化碳(CO2),甲烷(CH4)和一氧化二氮(N2O)的排放量。本研究强调了解决这些不确定性的必要性,方法是通过严格的现场实验来全面捕获垃圾填埋场内不同动态的温室气体排放,以解释空间和时间的变化。3年野外研究的平均CH4排放通量表现出高变异性,GL、BL和OL分别为1494±893 (CV = 59.8%)、1576±746 (CV = 47.3%)和961±322 (CV = 33.5%) mg m−2 h−1。这导致GL、BL和OL的CH4排放因子(EFs)分别为5.6±3.5、4.4±1.9和4.2±1.4 g kg−1。CO2排放通量分别为7520±3401 (CV = 45.2%)、8005±3907 (CV = 48.8%)和5066±1985 (CV = 39.2%) mg m−2 h−1,对应的EFs分别为20.0±7、23.3±9和16.3±4.7 g kg−1。GL、BL和OL的N2O排放通量分别为1210±329 (CV = 27.2%)、998±298 (CV = 30%)和944±339 (CV = 36%) μ m−2 h−1,EFs分别为3.8±0.1、2.5±0.2和3.1±0.3 mg kg−1。2009-10年、2010-11年和2011-12年,德里垃圾填埋场的温室气体排放总量分别为328.6±91.9、231.0±109.5和241.1±112.2 Gg CO2当量。调查诸如铺开、覆盖和压实等废物管理做法对于了解其对温室气体排放的影响以及通过可持续固体废物管理和能源生产的废物转化能源解决方案推进减缓气候变化至关重要。虽然研究结果对排放模式提供了有价值的理解,但有限的样本量带来了一些不确定性,应将EFs视为连续三年主要温室气体的初步估计。未来的研究需要用更广泛的数据集来验证这些因素,这些数据集可以捕捉到排放的空间和季节变化。
{"title":"Assessment of greenhouse gas emissions in delhi landfills: analyzing factors affecting emissions and environmental implications","authors":"Monojit Chakraborty,&nbsp;Richa Singh,&nbsp;Amit Awasthi,&nbsp;Vajinder Kumar,&nbsp;Avneesh Kumar,&nbsp;Simranjeet Kaur","doi":"10.1007/s10163-024-02114-2","DOIUrl":"10.1007/s10163-024-02114-2","url":null,"abstract":"<div><p>Landfills are a primary method of waste disposal in developing nations despite their environmental impact. The decomposition of municipal organic waste in landfills generates potent greenhouse gases (GHGs) that contribute to the effects of urban climate change. In Delhi, India, which generates 11,144 tons per day (TPD) of municipal solid waste (MSW), three major landfill sites Ghazipur (GL), Bhalswa (BL), and Okhla (OL) were examined using the well-established in-situ static chamber method to measure emissions of carbon dioxide (CO<sub>2</sub>), methane (CH<sub>4</sub>), and nitrous oxide (N<sub>2</sub>O). This study highlights the need to address these uncertainties by comprehensively capturing GHG emissions from the diverse dynamics within the landfill through rigorous field experiments that account for spatial and temporal variability. The average CH<sub>4</sub> emission fluxes from three years of extensive field studies exhibited high variability, measured at 1494 ± 893 (CV = 59.8%), 1576 ± 746 (CV = 47.3%), and 961 ± 322 (CV = 33.5%) mg m<sup>−2</sup> h<sup>−1</sup> for GL, BL, and OL, respectively. This resulted in CH<sub>4</sub> emission factors (EFs) of 5.6 ± 3.5, 4.4 ± 1.9, and 4.2 ± 1.4 g kg<sup>−1</sup> for GL, BL, and OL, respectively. The CO<sub>2</sub> emission fluxes were 7520 ± 3401 (CV = 45.2%), 8005 ± 3907 (CV = 48.8%), and 5066 ± 1985 (CV = 39.2%) mg m<sup>−2</sup> h<sup>−1</sup> with corresponding EFs of 20.0 ± 7, 23.3 ± 9, and 16.3 ± 4.7 g kg<sup>−1</sup>. The N<sub>2</sub>O emission fluxes were 1210 ± 329 (CV = 27.2%), 998 ± 298 (CV = 30%) and 944 ± 339 (CV = 36%) μg m<sup>−2</sup> h<sup>−1</sup> with EFs of 3.8 ± 0.1, 2.5 ± 0.2, and 3.1 ± 0.3 mg kg<sup>−1</sup> for GL, BL, and OL, respectively. Total GHG emissions from Delhi’s landfills were estimated as 328.6 ± 91.9, 231.0 ± 109.5, and 241.1 ± 112.2 Gg CO<sub>2</sub> equivalent for 2009–10, 2010–11, and 2011–12. Investigating waste management practices such as spreading, covering, and compaction is essential for understanding their impact on GHG emissions and advancing climate change mitigation through waste-to-energy solutions for sustainable solid waste management and energy production. While the findings offer valuable understandings into emission patterns, the limited sample size introduces some uncertainty, and the EFs should be considered as a preliminary estimation of major GHG in three consecutive years. Future research is necessary to validate these factors with more extensive datasets that capture spatial and seasonal variations in emissions.</p></div>","PeriodicalId":643,"journal":{"name":"Journal of Material Cycles and Waste Management","volume":"27 1","pages":"330 - 342"},"PeriodicalIF":2.7,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142939335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dry cleaning process and mechanism of gas–solid fluidized bed for waste film plastics 废膜塑料气固流化床干洗工艺及机理研究
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-07 DOI: 10.1007/s10163-024-02111-5
Diyi Jin, Chaojie Yu, Wenzhi He, Xichao Hu, Haochen Zhu, Guangming Li

Mechanical treatment is the predominant method in waste plastic recycling, and within this context, cleaning of raw material plays a vital role in a preprocessing step. Dry cleaning methods have emerged as alternatives to traditional processes, addressing concerns related to wastewater generation and high energy consumption. However, existing dry cleaning approaches face challenges, particularly regarding efficacy and uniformity. This study employs a pulsed gas–solid fluidized bed apparatus to assess the cleaning efficiency of waste polyethylene film. Cleaning effectiveness and uniformity are quantified using weight analysis and spectroscopy. The investigation examines the impact of cleaning time, superficial gas velocity, agitation, and pulse airflow on the cleaning process. The findings indicate that time emerges as the primary influencing factor, with superficial gas velocity exerting a substantial impact on cleaning effectiveness. In addition, the introduction of pulse airflow significantly enhances both the cleaning effectiveness and uniformity. Under optimal conditions, weight analysis and spectroscopy indicators can exceed 99%, comparable to the conventional water washing methods, and even present potential advantages in spectroscopy indicators. This research contributes valuable insights for improving the efficiency of dry cleaning processes.

机械处理是废塑料回收的主要方法,在这种情况下,原料的清洁在预处理步骤中起着至关重要的作用。干洗方法已经成为传统工艺的替代品,解决了与废水产生和高能耗相关的问题。然而,现有的干洗方法面临挑战,特别是在功效和均匀性方面。本研究采用脉冲气固流化床装置对废聚乙烯膜的净化效果进行了评价。使用重量分析和光谱学对清洗效果和均匀性进行量化。研究考察了清洗时间、表面气速、搅拌和脉冲气流对清洗过程的影响。结果表明,时间是主要的影响因素,表面气速对清洗效果有较大影响。此外,脉冲气流的引入大大提高了清洗效果和均匀性。在最优条件下,权重分析和光谱指标均可超过99%,与常规水洗法相当,甚至在光谱指标上具有潜在优势。这项研究为提高干洗过程的效率提供了有价值的见解。
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引用次数: 0
Enhancing quality and strength of recycled coarse and fine aggregates through high-temperature and ball milling treatments: mechanisms and cost-effective solutions 通过高温和球磨处理提高再生粗骨料和细骨料的质量和强度:机制和具有成本效益的解决方案
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-07 DOI: 10.1007/s10163-024-02109-z
Rong Huang, Hanyi Zhao, Yu Zhong, Junjie Wang, Lei Xu, Siyu Lin, Le Li, Xun Zhang

The effects of high-temperature treatment and ball-mill treatment on recycled coarse aggregates (RCA) and recycled fine aggregates (RFA) were investigated in this study by comparing the physical properties such as water absorption, void ratio, density, crushing index and residual paste content of recycled aggregates before and after treatments and the flexural and compressive strengths of concrete/mortar made from 100% RCA/RFA. The results show that the combination of high temperature and ball milling significantly enhanced the physical properties of the recycled aggregates (RA), and improved the mechanical properties of the recycled aggregate concrete/mortar. The mechanism of thermal treatment to RA is that the aggregate and attached mortar show different thermal expansion at high temperature, and the connection between aggregate and residual mortar will be weakened, which makes it easier to separate during grinding. Through the ball milling, frictional collisions between different aggregate particles as well as between aggregate and grinding balls can strip and separate the attached surface mortar. In addition, ball milling improves the appearance and shape of the aggregate, resulting in smoother edges and smoother corners, and breaks up and removes light materials such as mortar adhering to the RA. Besides, the cost calculation shows that the treatment cost of RCA and RFA could be lower than the direct usage cost of natural aggregates. From the perspective of considering the actual ecological benefits and resource utilization, more low-cost treatment methods such as ball milling could be a good option to optimize the RA.

通过对比处理前后再生骨料的吸水率、孔隙率、密度、破碎指数、残浆含量等物理性能以及100%再生骨料/再生骨料混凝土/砂浆的抗折强度和抗压强度,研究了高温处理和球磨机处理对再生粗骨料和再生细骨料的影响。结果表明:高温与球磨联合作用显著提高了再生骨料(RA)的物理性能,改善了再生骨料混凝土/砂浆的力学性能;对RA进行热处理的机理是骨料与粘结砂浆在高温下表现出不同的热膨胀,骨料与残余砂浆之间的联系会减弱,使其在研磨过程中更容易分离。通过球磨,不同骨料颗粒之间以及骨料与磨球之间的摩擦碰撞可以使附着的表面砂浆剥离和分离。此外,球磨改善了骨料的外观和形状,使边缘和角落更光滑,并分解和去除粘附在RA上的砂浆等轻质材料。此外,成本计算表明,RCA和RFA处理成本可以低于天然骨料的直接使用成本。从实际生态效益和资源利用的角度考虑,采用球磨等低成本的处理方法对RA进行优化是一个不错的选择。
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引用次数: 0
Design and implementation of VGD6-NET framework for waste segregation using 3-tier convolutional neural networks 基于三层卷积神经网络的垃圾分类VGD6-NET框架设计与实现
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-06 DOI: 10.1007/s10163-024-02104-4
Gulshan Goyal, Simran Jaggi,  Manya, Kanishk Nagpal

Waste segregation is an essential process in waste management. It entails identifying, classifying, separating, and arranging various kinds of waste. An efficient waste segregation process facilitates effective reuse, recycling and recovery. Various studies related to waste segregation so far lacking thorough pre-processing approaches might result in diminished classification metrics. Further, several investigations overlooked essential metrics such as F1-score, recall, and precision focusing solely on accuracy. This study proposes novel VGD6-NET architecture (referred as visual garbage detector 6-Net) for 6 categories of waste using 3-tier convolutional neural network. The main aim of this research is to enhance waste image classification by improving accuracy and detection mechanisms through the utilization of advanced technologies such as 3-tier convolutional neural networks and the development of a specialized architecture. The experimental results show the proposed model predicts the categories of waste more accurately for processes like automated waste segregation into recyclable and non-recyclable categories. Trained on 2527 waste images from 6 classes, the model achieved an accuracy score of 0.9854, with a minimal loss score of 0.0814, with a precision of 0.9772 for the cardboard class, recall value of 1.0 for plastic class, and highest F1-score of 0.9764 for the cardboard class of the 6 classes available. Ultimately, the proposed model contributes to building a more sustainable future by reducing the environmental impact of waste disposal and conserving valuable resources through improved recycling efforts.

废物分类是废物管理的一个重要过程。它需要识别、分类、分离和安排各种废物。有效的废物分类程序有助于有效地再用、循环再造和回收。迄今为止,与废物分类有关的各种研究缺乏彻底的预处理方法,可能导致分类指标的减少。此外,一些调查忽视了基本指标,如f1分数、召回率和精确度,只关注准确性。本研究利用三层卷积神经网络对6类垃圾提出了新的VGD6-NET架构(称为视觉垃圾检测器6- net)。本研究的主要目的是利用先进的技术,如三层卷积神经网络和开发专门的架构,通过提高准确率和检测机制来增强垃圾图像分类。实验结果表明,该模型可以更准确地预测垃圾的类别,如自动将垃圾分类为可回收和不可回收的类别。对6个类别的2527张垃圾图像进行训练,模型的准确率得分为0.9854,最小损失得分为0.0814,其中纸板类别的准确率为0.9772,塑料类别的召回值为1.0,纸板类别的最高f1得分为0.9764。最终,建议的模式有助于建立一个更可持续发展的未来,减少废物处置对环境的影响,并通过改善回收工作来节约宝贵的资源。
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引用次数: 0
Study on clinker ash recycling in geopolymer materials 地聚合物材料熟料灰分回收利用研究
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-05 DOI: 10.1007/s10163-024-02112-4
Xuezhong Li, Zhuguo Li

Clinker ash (CA) is a granular waste from thermal power plants besides fly ash (FA). When used as fine aggregate e, CA’s porous nature reduces mechanical properties and durability of concrete. This study explores CA recycling in concrete by geopolymer (GP) technique, modifying CA with alkali activator solution (AS). We investigated the effects of CA substitution of partial FA and sea sand on fluidity, strength, and durability of slag/FA-based GP concrete and mortar. We also examined the changes of CA particles after immersed in AS to clarify CA’s compatibility with GP binder. The results indicated that CA particles react with AS, densifying CA and refining the interfacial transition zone (ITZ) between the GP matrix and CA particles. Although FA replacement with CA reduced strength of GP concrete, replacing sand with CA (up to 20%) minimally affected GP concrete’s flowability, while enhancing compressive and flexural strengths. A surface modifier, composed of sodium aluminate solution (AN) and ablendof silica fume and caustic soda (SN), greatly improved the carbonation resistance of GP with CA. XRD analysis identified components in CA and reaction products between CA and AS in GP materials. These results confirmed CA’s potential as fine aggregate of geopolymer concrete.

熟料灰(CA)是火电厂除粉煤灰外的一种颗粒状废弃物。当用作细骨料e时,CA的多孔性降低了混凝土的力学性能和耐久性。本研究探讨了利用地聚合物(GP)技术,用碱活化剂溶液(AS)对CA进行改性,回收混凝土中的CA。研究了部分FA和海砂替代CA对矿渣/FA基GP混凝土和砂浆流动性、强度和耐久性的影响。我们还检测了CA颗粒浸入AS后的变化,以澄清CA与GP粘合剂的相容性。结果表明,CA颗粒与AS发生反应,使CA致密化,细化了GP基体与CA颗粒之间的界面过渡区(ITZ)。虽然用CA代替FA降低了GP混凝土的强度,但用CA代替沙子(高达20%)对GP混凝土的流动性影响最小,同时提高了抗压和抗弯强度。一种由铝酸钠溶液(AN)和硅灰、烧碱(SN)混合而成的表面改性剂,极大地提高了GP的抗CA碳化性能。XRD分析鉴定了GP材料中CA的组分以及CA与AS的反应产物。这些结果证实了CA作为地聚合物混凝土细骨料的潜力。
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引用次数: 0
Effect of mechanical pre-treatment on the recovery potential of rare-earth elements and gold from discarded hard disc drives 机械预处理对废弃硬盘中稀土元素和金回收潜力的影响
IF 2.7 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-04 DOI: 10.1007/s10163-024-02108-0
Alireza Habibzadeh, Mehmet Ali Kucuker, Mertol Gökelma

The growing demand for rare-earth elements (REEs) and their limited availability have made REEs critical with high supply risk. E-waste, particularly waste electrical and electronic equipment (WEEE), offers a valuable secondary source. This study assesses the impact of mechanical pre-treatment on the recovery of REEs and gold from discarded hard disk drives (HDDs). We compared recovery efficiencies of REEs and Au using separation techniques, particle sizing, and chemical analyses between two pre-treatment methods: shredding and manual disassembly. Shredding, common in electronic waste processing, leads to oxidation and significant loss of critical raw materials (CRMs), while manual disassembly preserves clean, and non-oxidized NdFeB magnets for magnet-to-magnet recycling. Manually disassembled HDDs were directly analyzed to determine recyclable quantities of REEs and gold. Shredded HDDs underwent sieving, density, and magnetic separation, followed by demagnetization and chemical analysis. Results indicate shredding causes a 73.9% loss of REEs and a 43.8% loss of Au compared to manual disassembly, with increased oxidation due to finer particles. These findings suggest that while shredding is adequate for recovering ferrous and aluminum fractions, manual disassembly is essential for maximizing REE recovery.

对稀土元素日益增长的需求及其有限的供应使得稀土元素具有高供应风险。电子垃圾,特别是废弃的电气和电子设备(WEEE),提供了宝贵的二次来源。本研究评估了机械预处理对从废弃硬盘驱动器(hdd)中回收稀土和金的影响。我们通过分离技术、粒度和化学分析比较了粉碎和手工拆解两种预处理方法的稀土和金的回收效率。粉碎在电子垃圾处理中很常见,会导致氧化和关键原材料(crm)的大量损失,而人工拆卸则保留了清洁的、未氧化的钕铁硼磁铁,用于磁体对磁体的回收。直接分析人工拆解的硬盘,以确定稀土和金的可回收量。粉碎的硬盘经过筛分、密度和磁选,然后是退磁和化学分析。结果表明,与手工拆解相比,粉碎导致稀土元素损失73.9%,金元素损失43.8%,并且由于颗粒更细而导致氧化增加。这些发现表明,虽然粉碎足以回收铁和铝馏分,但人工拆解对于最大限度地回收稀土元素至关重要。
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引用次数: 0
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Journal of Material Cycles and Waste Management
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