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In-line sorting system with battery detection capabilities in e-waste using combination of X-ray transmission scanning and deep learning 采用x射线透射扫描和深度学习相结合的电子垃圾电池检测在线分类系统
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-28 DOI: 10.1016/j.resconrec.2023.107345
Takao Ueda, Shigeki Koyanaka, Tatsuya Oki

In the recycling process of e-waste, fires caused by the accidental crushing of batteries are a serious problem. Currently, the presence of batteries in e-waste is estimated based on the experience of the staff involved, which lacks speed and accuracy. To solve this problem, an in-line sorting system that can detect batteries by using a combination of X-ray scanning and deep learning was developed. The novel and unique feature of this system is its three-stage deep learning processing. First, the type of e-waste item is estimated from X-ray transmission images. Second, the batteries are detected by networks pre-trained specifically for the estimated item types. And third, batteries overlooked in the image process are detected by a follow-up network trained by a variety of situations. Through a validation study, it was confirmed that the program achieved high accuracy (0.967 for trained e-waste categories and 0.770 for untrained), surpassing a comparative program with a single deep learning network (0.902 for trained e-waste categories and 0.716 for untrained).

在电子垃圾的回收过程中,电池意外破碎引起的火灾是一个严重的问题。目前,电子垃圾中是否存在电池是根据相关工作人员的经验来估计的,缺乏速度和准确性。为了解决这一问题,开发了结合x射线扫描和深度学习来检测电池的在线分拣系统。该系统的新颖和独特之处在于它的三阶段深度学习处理。首先,根据x射线透射图像估计电子垃圾的类型。其次,电池由专门针对估计的物品类型预先训练的网络检测。第三,在图像处理过程中被忽略的电池被一个由各种情况训练的后续网络检测出来。通过验证研究,证实该程序取得了很高的准确性(训练后的电子垃圾类别为0.967,未训练的为0.770),超过了具有单一深度学习网络的比较程序(训练后的电子垃圾类别为0.902,未训练的为0.716)。
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引用次数: 0
A tasty solution to packaging waste? Life cycle assessment of edible coffee cups 包装垃圾的美味解决方案?食用咖啡杯的生命周期评价
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-28 DOI: 10.1016/j.resconrec.2023.107320
Keteki Anand , Andrés Martinez Arce , George Bishop , David Styles , Colin Fitzpatrick

Edible cups have been proposed as a solution to littering and plastic pollution arising from disposal of 500 billion beverage cups each year. We applied life cycle assessment and a littering indicator to benchmark the environmental performance of edible cups against mainstream cup types made from paper, polylactic acid (PLA), polystyrene (PS) and reusable cups made from polypropylene (PP) and steel. Various end-of-life treatment scenarios were analysed. Across most impact categories, edible cups incur the largest burdens, and reusable cups the smallest (if reused at least 54 times). Under default assumptions, per cup use, climate change burdens ranged from 0.004 to 0.1 kg CO2 equivalent, eutrophication burdens ranged from 6.26 × 10–6 to 4.21 × 10–4 kg N, fossil resource depletion burdens ranged from 0.05 to 0.284 MJ and water depletion burdens ranged from 0.002 to 0.437 m3. However, if edible cups are eaten after use and substitute a similar snack then their use could incur negligible environmental impact. Furthermore, edible cups demonstrate low littering potential and thus could play a role in transition towards more sustainable coffee consumption.

每年有5000亿个饮料杯被丢弃,可食用杯子被提议作为解决垃圾和塑料污染的办法。我们应用生命周期评估和垃圾指标,将可食用杯与主流的纸、聚乳酸(PLA)、聚苯乙烯(PS)和聚丙烯(PP)和钢制成的可重复使用杯的环保性能进行比较。分析了各种临终治疗方案。在大多数影响类别中,可食用杯子造成的负担最大,可重复使用杯子造成的负担最小(如果重复使用至少54次)。在默认假设下,每杯用水量的气候变化负担范围为0.004 ~ 0.1 kg CO2当量,富营养化负担范围为6.26 × 10-6 ~ 4.21 × 10-4 kg N,化石资源枯竭负担范围为0.05 ~ 0.284 MJ,水资源枯竭负担范围为0.002 ~ 0.437 m3。然而,如果可食用的杯子在使用后被吃掉,并用类似的零食代替,那么它们的使用对环境的影响可以忽略不计。此外,可食用杯子显示出低垃圾潜力,因此可以在向更可持续的咖啡消费过渡中发挥作用。
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引用次数: 0
Bioprocessing to upcycle agro-industrial and food wastes into high-nutritional value animal feed for sustainable food and agriculture systems 生物处理将农业工业和食物废物升级为可持续粮食和农业系统的高营养价值动物饲料
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-27 DOI: 10.1016/j.resconrec.2023.107325
Xiao Sun , Zhengxia Dou , Gerald C. Shurson , Bo Hu

The ever-increasing demand of food and feed along with enormous amounts of losses, wastes, and discards from agricultural and food supply chain have caused numerous socioeconomic and sustainability challenges. Many of these agro-industrial by-products and food wastes have low nutritional and economic value. Examples of these types of feedstocks include biofuel co-products (e.g. distiller grains, sugarcane bagasse), agro-industrial processing wastes (e.g. oil seed meal, soybean hulls, sugar beet pulp), crop residues (e.g. wheat straw, corn stover) and fruit and vegetables discards. Using feed grade fungi, yeast, bacteria, and enzymes to process (bioprocess) low-valued feedstocks improves protein quality, degrades lignin and improves utilization of dietary fiber for energy, improves phosphorous digestibility, and reduces anti-nutritional factors (e.g., mycotoxins) to permanently change the composition of the feedstocks and improve their feeding value for livestock, and therefore, achieving a sustainable food supply system with reduced carbon, nitrogen, and phosphorus footprint. The purpose of this paper is to provide a systematic review of the challenges and potential use of current agro-industrial and food wastes as animal feed ingredients using bioprocessing to improve their feeding value. Highlights from three case studies on bioprocessing of corn-distiller grains, oil seed meals, crop/wood residues with fruit and vegetable discards will be discussed relative to changes in feeding value and contributions toward achieving a more circular and sustainable food supply chain.

粮食和饲料需求的不断增长,以及农业和粮食供应链中大量的损失、浪费和丢弃,造成了许多社会经济和可持续性挑战。许多这些农工副产品和食物垃圾的营养和经济价值都很低。这些类型的原料包括生物燃料副产品(如酒糟、甘蔗渣)、农业工业加工废物(如油籽粕、大豆壳、甜菜浆)、作物残茬(如小麦秸秆、玉米秸秆)和水果和蔬菜丢弃物。利用饲料级真菌、酵母、细菌和酶加工(生物加工)低价值原料可提高蛋白质质量,降解木质素,提高膳食纤维的能量利用率,提高磷的消化率,减少抗营养因子(如真菌毒素),从而永久改变原料的组成,提高其对牲畜的饲养价值,从而实现可持续的食物供应系统,减少碳、氮、还有磷的足迹。本文的目的是提供一个系统的回顾挑战和潜在的利用目前的农业工业和食品废弃物作为动物饲料原料,利用生物加工,以提高其饲养价值。三个案例研究的重点将涉及玉米蒸馏物、油籽粕、作物/木材残渣与水果和蔬菜废弃物的生物加工,并将讨论饲料价值的变化以及对实现更循环和可持续的食品供应链的贡献。
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引用次数: 0
Parametric design, life cycle assessment, and optimization of a discrete product with application to an electric traction motor 参数化设计,生命周期评估,并优化离散产品与应用于电动牵引电机
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-27 DOI: 10.1016/j.resconrec.2023.107344
Jesús R. Pérez-Cardona , Thomas Maani , Fu Zhao , John W. Sutherland

Humans are surrounded and even dependent on discrete products for their daily activities. Product design processes have been vastly studied towards a healthy economic prosperity and other technical objectives (e.g., low risk). However, recent studies show that these methods have been lacking in terms of the environmental challenges humanity faces in the present and future. This study proposes a novel design framework that incorporates a parametric life cycle assessment (PLCA) as part of the optimization-based design model of a discrete product at early stage. Electric traction motor design applied to an electric vehicle is used as a case study. The results of performing a multi-objective design problem and an uncertainty analysis using Monte Carlo simulation show the usefulness of incorporating the PLCA in a transparent manner, as required by the International Standards Organization. Future work suggests investigating the expansion of this technique to support a broader range of objective functions.

人类的日常活动被各种各样的产品所包围,甚至依赖于这些产品。产品设计过程已被广泛研究,以实现健康的经济繁荣和其他技术目标(例如,低风险)。然而,最近的研究表明,这些方法在人类目前和未来面临的环境挑战方面有所欠缺。本研究提出了一种新的设计框架,该框架将参数生命周期评估(PLCA)作为早期离散产品基于优化的设计模型的一部分。以电动汽车的电动牵引电机设计为例进行了研究。使用蒙特卡罗模拟执行多目标设计问题和不确定性分析的结果表明,按照国际标准组织的要求,以透明的方式纳入PLCA是有用的。未来的工作建议研究该技术的扩展,以支持更广泛的目标函数。
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引用次数: 0
Near-infrared-based quality control of plastic pre-concentrates in lightweight-packaging waste sorting plants 基于近红外的轻包装废弃物分拣厂塑料预浓缩物质量控制
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-27 DOI: 10.1016/j.resconrec.2023.107256
Nils Kroell , Xiaozheng Chen , Bastian Küppers , Sabine Schlögl , Alexander Feil , Kathrin Greiff

Today's post-consumer plastic recycling is limited by labor-intensive manual quality control (MQC) procedures, resulting in largely unknown pre-concentrate purities. Sensor-based quality control (SBQC) could enable an automated inline quality monitoring and thus contribute to a more transparent and enhanced plastic recycling. Therefore, we investigated the technical feasibility of near-infrared-based SBQC for plastic pre-concentrates in a lightweight packaging waste sorting plant. The developed SBQC method outperformed MQC methods by reducing measurement uncertainties from between ±0.8 wt% and ±6.7 wt% (MQC) to ±0.31 wt% (SBQC) for bale-specific purities at monolayered material flow presentations. In addition, we show that SBQC may even be possible at multilayered material flow presentations, although further research is needed to address identified segregation effects. The demonstrated technical feasibility of SBQC at plant scale represents a major breakthrough as it opens new opportunities in plastic recycling, such as adaptive pricing models and intelligent process control in sorting plants.

今天的消费后塑料回收受到劳动密集型人工质量控制(MQC)程序的限制,导致预浓缩纯度很大程度上未知。基于传感器的质量控制(SBQC)可以实现自动在线质量监测,从而有助于提高塑料回收的透明度和效率。因此,我们研究了基于近红外SBQC的塑料预精矿在轻型包装废物分拣厂的技术可行性。开发的SBQC方法优于MQC方法,在单层物料流表现下,将包特定纯度的测量不确定度从±0.8 wt%到±6.7 wt% (MQC)降低到±0.31 wt% (SBQC)。此外,我们表明SBQC甚至可能在多层物质流中出现,尽管需要进一步的研究来解决已确定的分离效应。SBQC在工厂规模上的技术可行性证明是一个重大突破,因为它为塑料回收开辟了新的机会,例如自适应定价模型和分拣厂的智能过程控制。
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引用次数: 1
Nanopowders from waste printed circuit boards: Review and evaluation from an alternatives assessment perspective 废弃印刷电路板的纳米粉末:从替代评估的角度回顾和评价
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-26 DOI: 10.1016/j.resconrec.2023.107327
Haoyang He , Eric Schwartz , Oladele A. Ogunseitan , Julie M. Schoenung

Recovery of valuable resources from waste printed circuit boards (WPCBs) is affected by the low recycling rate of discarded WPCBs and their highly heterogeneous material composition. Conventional electronic waste management processes, including incineration and disposal in landfills, generate toxic pollution. Alternatively, the valuable metals contained in WPCBs make “urban mining” of this resource increasingly attractive. Instead of conventional recovery processes that convert valuable metals in WPCBs into pure substances, recent strategies focus on alternative material recovery processes that can directly convert WPCBs into functional value-added materials, such as nanopowders. In this study, recently-developed experimental processes for producing copper-based nano-/superfine powders from WPCBs were reviewed. Six alternative material recovery processes were selected for assessment, including three chemical processes: selective leaching, slurry electrolysis, and microemulsion; two thermal processes: low- and high- temperature thermal processing; and one physical process: mechanical alloying. An alternatives assessments (AA) approach was applied to evaluate functional performance, scale-up potential, and sustainability of each of these material recovery processes. The results from the evaluation of fourteen attributes showed that chemical processes performed better in functional performance but were material intensive. In contrast, thermal and physical processes showed better scale-up potential but were energy intensive. Thus, this study provides a robust assessment to guide future process design before these processes advance into commercial production. Moreover, by incorporating multiple divergent attributes for evaluation, the comprehensive and scientifically rigorous AA framework informs strategies to improve the circular economy of WPCBs by systematically comparing the benefits and potential drawbacks of early-stage alternative material recovery processes.

废弃印刷电路板(wpcb)的低回收率及其材料成分高度不均匀影响了有价值资源的回收。传统的电子废物处理程序,包括焚烧和在堆填区处置,会产生有毒污染。另外,多氯联苯中所含的贵重金属使这种资源的“城市采矿”越来越有吸引力。与将wpcb中的贵重金属转化为纯物质的传统回收工艺不同,最近的战略侧重于可直接将wpcb转化为功能增值材料的替代材料回收工艺,如纳米粉末。本文综述了近年来利用wpcb制备铜基纳米/超细粉体的实验方法。选择了六种可选的材料回收工艺进行评估,包括三种化学工艺:选择性浸出、浆料电解和微乳液;两种热加工方式:低温和高温热加工;还有一个物理过程:机械合金化。采用替代评估(AA)方法来评估每种材料回收过程的功能性能、扩大潜力和可持续性。对14个属性的评价结果表明,化学过程在功能性能上表现较好,但材料密集。相比之下,热过程和物理过程显示出更好的放大潜力,但需要耗费大量能源。因此,本研究提供了一个强有力的评估,以指导未来的工艺设计之前,这些工艺推进到商业生产。此外,通过纳入多个不同的属性进行评估,全面和科学严谨的AA框架通过系统地比较早期替代材料回收工艺的优点和潜在缺点,为改善wpcb循环经济的策略提供信息。
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引用次数: 0
Resource conservation by means of lightweight design and design for circularity—A concept for decision making in the early phase of product development 通过轻量化设计和循环设计节约资源——产品开发早期决策的概念
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-25 DOI: 10.1016/j.resconrec.2023.107331
Kristian König, Janis Mathieu, Michael Vielhaber

Lightweight design can contribute to savings of consumed material in products and enhancing their energy efficiency during the use phase but also to a higher resource consumption at the beginning- and the end-of-life, challenging the implementation of a circular economy. Hence, this publication methodologically addresses the synergies and conflicts of lightweight design and design for circularity. The concept of the ‘functional life cycle energy analysis’ is presented, which foresees the division of a product architecture into functions with allocated energy consumptions as cross-stage indicator for the expected resource consumption along the entire product life cycle. Holistic optimization potentials within three life cycle stages can thus be derived as recommendations for action for future product generations. This allows engineers to rethink functional principles and supports decision making in the early design phases of implementing lightweight design and design for circularity. The methodology is illustrated by means of a robotics use case.

轻量化设计有助于节省产品消耗的材料,并在使用阶段提高其能源效率,但也会在产品的开始和结束阶段消耗更高的资源,这对循环经济的实施提出了挑战。因此,本出版物在方法上解决了轻量级设计和循环设计的协同作用和冲突。提出了“功能生命周期能量分析”的概念,该概念预测了将产品架构划分为具有分配的能量消耗的功能,作为整个产品生命周期预期资源消耗的跨阶段指标。因此,三个生命周期阶段的整体优化潜力可以作为未来产品代的行动建议。这允许工程师重新思考功能原则,并支持在实现轻量化设计和循环设计的早期设计阶段做出决策。该方法通过一个机器人用例加以说明。
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引用次数: 0
Understanding sustainable dietary behaviors in Japanese and German adults: A cross-cultural comparison 了解日本和德国成年人的可持续饮食行为:跨文化比较
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-24 DOI: 10.1016/j.resconrec.2023.107330
Yui Kawasaki , Sayaka Nagao-Sato , Misa Shimpo , Kahori Fujisaki , Emi Yoshii , Jana Böhnke , Rie Akamatsu , Petra Warschburger

This study (1) qualitatively describes sustainable dietary behaviors (SDBs) that Japanese and German adults can implement in their lives, and (2) quantitatively compares similarities and differences in understanding SDBs between the two samples. Data regarding understanding of SDBs from online focus group interviews (16 Japanese, 50.0 % women) and an online open-ended survey (498 Japanese and 197 German, 56.6 % women) in 2021 were analyzed using manifest content analysis and Chi-square and Fisher's exact tests. Consequently, 64 subcategories and 34 categories were identified and grouped into five scenes: food choice, storing and preservation, cooking, eating, and disposal. Of the categories, 16 had significantly different proportions by country (p < 0.05). Many Japanese participants mentioned SDBs related to food waste prevention, while German participants mentioned behaviors related to solving environmental problems more frequently. Our study deepens adults’ understanding of SDBs and contributes to strategy development to improve food sustainability among consumers.

本研究(1)定性地描述了日本和德国成年人在生活中可以实施的可持续饮食行为(SDBs),(2)定量地比较了两个样本在可持续饮食行为理解上的异同。使用清单内容分析、卡方检验和Fisher精确检验分析了来自2021年在线焦点小组访谈(16名日本人,50.0%女性)和在线开放式调查(498名日本人和197名德国人,56.6%女性)的关于SDBs理解的数据。因此,确定了64个子类别和34个类别,并将其分为五个场景:食物选择,储存和保存,烹饪,食用和处理。在这些类别中,有16个类别的比例因国家而异(p <0.05)。许多日本参与者提到了与防止食物浪费有关的可持续发展行为,而德国参与者更多地提到了与解决环境问题有关的行为。我们的研究加深了成年人对可持续发展食品的理解,有助于制定提高消费者食品可持续性的策略。
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引用次数: 0
Techno-environmental analysis of resource recovery processes from end-of-life PV panels 报废光伏板资源回收过程的技术环境分析
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-24 DOI: 10.1016/j.resconrec.2023.107312
Jaeshik Chung , Bora Seo , Miyeon Lee , Jae Young Kim , Bogyeong Park

Given the dramatic increase in end-of-life (EoL) photovoltaic (PV) panels, recycling of the EoL PV panels and recovery of valuable resources therein in a sustainable way became a major concern in the industry. In this regard, the feasibility of alternative leaching reagents that can replace the conventional HNO3 was assessed, and resulting stoichiometries from the experiments were used to construct the inventory for the following life cycle assessment. Under optimized conditions, the efficiency of the alternative systems was comparable (ca. 90%) to the conventional system using HNO3, while the environmental impacts of which effectively reduced in most categories using the ReCiPe2016 midpoint method. In addition, uncertainties associated with the amount of chemicals and recovered materials were further considered from the Monte Carlo simulation. The resulting impact variances from using the different leaching agents showed meaningful statistical differences (p < 0.05), which corroborates the legitimacy of so-called ‘green leaching’.

鉴于报废(EoL)光伏(PV)板的急剧增加,以可持续的方式回收EoL光伏板和其中的宝贵资源成为行业关注的主要问题。因此,我们评估了替代HNO3的浸出试剂的可行性,并利用实验所得的化学计量学来构建清单,以进行后续的生命周期评估。在优化条件下,替代系统的效率与使用HNO3的传统系统相当(约90%),而使用ReCiPe2016中点方法,大多数类别的环境影响有效降低。此外,从蒙特卡洛模拟中进一步考虑了与化学品和回收材料的数量有关的不确定性。使用不同浸出剂产生的影响差异显示有意义的统计差异(p <0.05),这证实了所谓的“绿色浸出”的合法性。
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引用次数: 0
Dynamic material flow analysis of wood in Germany from 1991 to 2020 1991 - 2020年德国木材动态物料流分析
IF 13.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-11-24 DOI: 10.1016/j.resconrec.2023.107339
Ruisheng Wang, Peer Haller

Severe climate change and urgent climate action have raised concerns about wood. Overharvesting and increased wood waste are putting immense pressure on sustainable forest management and the global carbon budget. In Germany, a vital wood supplier and user in Europe, the wood supply chain's production, consumption, trade, and recycling have been insufficiently investigated. To tackle this challenge, we conducted a comprehensive dynamic wood flow analysis from 1991 to 2020. Approximately 2143 million cubic meters of standing timber were felled in German forests over the past three decades, with 80% used for materials and 20% for energy purposes. Wood flow patterns were susceptible to market demand and forest disturbances like drought, storms, and insect infestations. The storm in 2007 left a notable impact, leading to the highest figures ever recorded for various wood products. Notably, the net forest carbon sink, carbon storage in forest products, and energy substitution effect (replacing fossil energy with wood) reached 160, 332, and 343 million tons of carbon, respectively. However, the transition to renewable energy, wooden buildings, and wood and paper packaging demands further strains the wood supply chain. To promote sustainable forest management and achieve climate neutrality, we propose potential strategies for consideration.

严重的气候变化和紧急的气候行动引起了人们对木材的关注。过度采伐和木材浪费的增加给可持续森林管理和全球碳预算带来了巨大压力。在德国,一个重要的木材供应商和用户在欧洲,木材供应链的生产,消费,贸易和回收调查不足。为了应对这一挑战,我们从1991年到2020年进行了全面的动态木材流动分析。在过去的三十年里,德国森林中大约有21.43亿立方米的木材被砍伐,其中80%用于材料,20%用于能源目的。木材流动模式容易受到市场需求和干旱、风暴和虫害等森林干扰的影响。2007年的风暴造成了显著的影响,导致各种木材产品的最高记录。其中,森林净碳汇、林产品碳储量和能源替代效应(以木材替代化石能源)分别达到1.6亿吨、3.32亿吨和3.43亿吨碳。然而,向可再生能源、木制建筑以及木材和纸包装的过渡要求进一步给木材供应链带来压力。为了促进可持续森林管理和实现气候中和,我们提出了可供考虑的潜在战略。
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引用次数: 0
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