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Improving waste-incineration energy recovery efficiency using a reverse calculation algorithm to estimate waste composition and heating value 利用反向计算算法估算垃圾成分和热值,提高垃圾焚烧能源回收效率。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-19 DOI: 10.1016/j.wasman.2024.10.014
Minseob Lim, Youngjae Lee, Yongwoon Lee, Won Yang, Seongil Kim
The heating value and composition of waste are crucial operational variables for understanding waste incinerators behavior and optimizing their operation. However, because the heating value and composition of waste are highly variable, their prediction in waste incineration plants is difficult. To overcome this issue, this study developed a novel method to derive heating value and composition waste via a reverse calculation algorithm using operating data and physics-based model. In addition, a process simulation model was developed to predict the performance of waste incinerator systems. We derived heating values and compositions of waste in the target incinerator using the supposed method and proposed an operating strategy to improve the energy recovery efficiency of the waste incinerator through the process simulation model. The energy recovery efficiency increased by approximately 10 % relative to that of the existing incinerator operation. The methodology developed in this study can be applied to various incinerator systems. Our study findings contribute to establishing an optimal operation of a waste incinerator by calculating the heating value and composition of waste.
垃圾的热值和成分是了解垃圾焚烧炉行为和优化其运行的关键运行变量。然而,由于垃圾的热值和成分变化很大,因此很难预测垃圾焚烧厂的热值和成分。为了克服这一问题,本研究开发了一种新方法,通过使用运行数据和基于物理的模型,采用反向计算算法得出垃圾的热值和成分。此外,还开发了一个过程模拟模型,用于预测垃圾焚烧炉系统的性能。我们利用假定的方法得出了目标焚化炉中废物的热值和成分,并通过过程模拟模型提出了提高废物焚化炉能源回收效率的运行策略。与现有焚化炉的运行相比,能源回收效率提高了约 10%。本研究开发的方法可应用于各种焚化炉系统。我们的研究结果有助于通过计算垃圾的热值和成分来确定垃圾焚烧炉的最佳运行方式。
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引用次数: 0
Evaluation of X-ray fluorescence for analysing critical elements in three electronic waste matrices: A comprehensive comparison of analytical techniques 对 X 射线荧光分析三种电子废物基质中关键元素的评估:分析技术的综合比较。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-19 DOI: 10.1016/j.wasman.2024.10.015
Shaun T. Lancaster , Eskil Sahlin , Marcus Oelze , Markus Ostermann , Jochen Vogl , Valérie Laperche , Solène Touze , Jean-Philippe Ghestem , Claire Dalencourt , Régine Gendre , Jessica Stammeier , Ole Klein , Daniel Pröfrock , Gala Košarac , Aida Jotanovic , Luigi Bergamaschi , Marco Di Luzio , Giancarlo D’Agostino , Radojko Jaćimović , Melissa Eberhard , Johanna Irrgeher
As the drive towards recycling electronic waste increases, demand for rapid and reliable analytical methodology to analyse the metal content of the waste is increasing, e.g. to assess the value of the waste and to decide the correct recycling routes. Here, we comprehensively assess the suitability of different x-ray fluorescence spectroscopy (XRF)-based techniques as rapid analytical tools for the determination of critical raw materials, such as Al, Ti, Mn, Fe, Co, Ni, Cu, Zn, Nb, Pd and Au, in three electronic waste matrices: printed circuit boards (PCB), light emitting diodes (LED), and lithium (Li)-ion batteries. As validated reference methods and materials to establish metrological traceability are lacking, several laboratories measured test samples of each matrix using XRF as well as other independent complementary techniques (instrumental neutron activation analysis (INAA), inductively coupled plasma mass spectrometry (ICP-MS) and ICP optical emission spectrometry (OES)) as an inter-laboratory comparison (ILC). Results highlighted key aspects of sample preparation, limits of detection, and spectral interferences that affect the reliability of XRF, while additionally highlighting that XRF can provide more reliable data for certain elements compared to digestion-based approaches followed by ICP-MS analysis (e.g. group 4 and 5 metals). A clear distinction was observed in data processing methodologies for wavelength dispersive XRF, highlighting that considering the metals present as elements (rather than oxides) induces overestimations of the mass fractions when compared to other techniques. Eventually, the effect of sample particle size was studied and indicated that smaller particle size (<200 µm) is essential for reliable determinations.
随着电子废弃物回收利用的推动,对快速可靠的分析方法的需求也在增加,以分析废弃物中的金属含量,例如评估废弃物的价值和决定正确的回收路线。在此,我们全面评估了基于 X 射线荧光光谱 (XRF) 的不同技术作为快速分析工具的适用性,以测定三种电子废物基质(印刷电路板 (PCB)、发光二极管 (LED) 和锂(Li)离子电池)中的关键原材料,如铝、钛、锰、铁、钴、镍、铜、锌、铌、钯和金。由于缺乏经过验证的参考方法和材料来建立计量可追溯性,一些实验室使用 XRF 以及其他独立的补充技术(仪器中子活化分析 (INAA)、电感耦合等离子体质谱法 (ICP-MS) 和 ICP 光发射光谱法 (OES))测量了每种基质的测试样本,作为实验室间比较 (ILC)。结果凸显了影响 XRF 可靠性的样品制备、检测限和光谱干扰等关键方面,同时还强调,与基于消解的方法和随后的 ICP-MS 分析(如第 4 和第 5 组金属)相比,XRF 可以为某些元素提供更可靠的数据。波长色散 XRF 的数据处理方法有明显区别,突出表明与其他技术相比,将存在的金属视为元素(而不是氧化物)会导致高估质量分数。最后,对样品粒度的影响进行了研究,结果表明,粒度较小 (
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引用次数: 0
Electrifying waste textiles: Transforming fabric scraps into high-performance triboelectric nanogenerators for biomechanical energy harvesting 废弃纺织品电气化:将织物废料转化为用于生物机械能采集的高性能三电纳米发电机。
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-18 DOI: 10.1016/j.wasman.2024.10.013
Sebghatullah Amini , Rumana Farheen Sagade Muktar Ahmed , Santosh Kumar , Sangamesha Madanahalli Ankanathappa , Krishnaveni Sannathammegowda
Textiles are an integral part of daily life globally, but their widespread use leads to significant waste generation. Repurposing these discarded fabrics for energy harvesting offers a sustainable solution to both energy demand and textile waste management. In this study, Textile-based Triboelectric Nanogenerators (T-TENGs) were developed using recycled cloth as tribopositive layers and polyvinyl chloride (PVC) film as the tribonegative layer, with aluminum foil tape serving as electrodes. Five different recycled textiles were evaluated, and Scanning Electron Microscopy (SEM) and Energy-Dispersive X-ray Spectroscopy (EDS) analysis revealed a correlation between yarn structure and carbon content, leading to enhanced triboelectric performance. Silk-based TENG (S-TENG) demonstrated the highest output, with 320.76 V and 8.73 µA, while exhibiting stable performance over 10,000 cycles. Practical applications were explored by integrating T-TENGs into shoe insoles for energy harvesting during walking and jumping, with rayon-based TENG generating up to 208.52 V on a PVC coil mat. This work highlights the dual benefits of waste reduction and sustainable energy applications, making a compelling case for advanced technologies where recycled textiles function as frictional materials to harvest mechanical energy from human motion and convert it into electrical energy for use in flexible sensors and wearable devices.
纺织品是全球日常生活中不可或缺的一部分,但其广泛使用会产生大量废物。将这些废弃织物重新用于能源采集,为能源需求和纺织品废物管理提供了一种可持续的解决方案。本研究开发了基于纺织品的三电纳米发电机(T-TENGs),使用回收布料作为摩擦正极层,聚氯乙烯(PVC)薄膜作为摩擦负极层,铝箔胶带作为电极。对五种不同的回收纺织品进行了评估,扫描电子显微镜(SEM)和能量色散 X 射线光谱(EDS)分析表明,纱线结构与碳含量之间存在相关性,从而提高了三电性能。丝基 TENG(S-TENG)的输出功率最高,达到 320.76 V 和 8.73 µA,同时在 10,000 次循环中表现出稳定的性能。通过将 T-TENG 集成到鞋垫中,在行走和跳跃过程中进行能量收集,探索了实际应用,其中人造丝基 TENG 在 PVC 线圈垫上可产生高达 208.52 V 的电压。这项工作强调了减少废物和可持续能源应用的双重好处,为先进技术提供了令人信服的理由,即回收纺织品可作为摩擦材料,从人体运动中收集机械能,并将其转化为电能,用于柔性传感器和可穿戴设备。
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引用次数: 0
Preparation of agriculture film from cow manure for silage maize planting: Experimental study and life cycle assessment 用牛粪制备农膜用于青贮玉米种植:实验研究和生命周期评估
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-18 DOI: 10.1016/j.wasman.2024.10.011
Zixi Han , Xu Zhao , Bingxin Tong , Yongsong Mu , Xiangjun Yang , Yong Hou , Zhiping Zhu
With the development of modern breeding technology, the scale of dairy farming is becoming increasingly large, which leading to decoupling of planting and breeding. Hence, massive amounts of manure could not handled by traditional method in time, which caused serious environmental problems. Therefor, there is a urgent needs for industrialized treatment methods to treat cow manure for dairy farm industry. In order to expand the types of industrial treatment methods of cow manure, two types of industrialized cow manure based agriculture films were introduced in this research, manure slurry film (MSF) and manure paper film (MPF). Taking silage corn cultivation as an example, their feasibility were testified: the usage performances of the films were expanded by crop yield and soil physicochemical properties, and environmental impacts of the films was conducted by life cycle assessment (LCA). The results showed: (1) both MSF and MPF would decomposed in one growth period of silage maize, with MPF having better performance in temperature retention; (2) both MSF and MPF improved soil nutrients and agglomerate structures; (3) the yield of maize with MSF and MPF was increased from 62.6 t to 88.4 t and 84.6 t per hectare compared to control group; and (4) according to LCA, MPF had 39 % and 50 % lower average environment impact than PE film and MSF. In conclusion, manure based films could effectively promotes crop growth with lower environment impact compared with traditional methods, which thus might provide effective linkage strategies for coupling of planting and breeding.
随着现代养殖技术的发展,奶牛养殖规模越来越大,导致种植和养殖脱钩。因此,大量的牛粪无法通过传统方法及时处理,造成了严重的环境问题。因此,奶牛养殖业迫切需要工业化的牛粪处理方法。为了扩大牛粪工业化处理方法的种类,本研究介绍了两种基于牛粪的工业化农膜,即粪便浆膜(MSF)和粪便纸膜(MPF)。以青贮玉米种植为例,对其可行性进行了论证:通过作物产量和土壤理化性质对农膜的使用性能进行了扩展,并通过生命周期评估(LCA)对农膜的环境影响进行了研究。结果表明(1) MSF 和 MPF 都能在青贮玉米的一个生长期内分解,其中 MPF 的保温性能更好;(2) MSF 和 MPF 都能改善土壤养分和团粒结构;(3) 与对照组相比,使用 MSF 和 MPF 的玉米产量分别从 62.6 吨/公顷提高到 88.4 吨/公顷和 84.6 吨/公顷;(4) 根据生命周期评估,MPF 对环境的平均影响比 PE 膜和 MSF 低 39% 和 50%。总之,与传统方法相比,基于粪肥的薄膜可有效促进作物生长,对环境的影响较小,因此可为种植和养殖耦合提供有效的联动策略。
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引用次数: 0
Construction, monitoring, and efficiency of a biofilter treating a high flow, lean, landfill gas 处理大流量、贫化垃圾填埋气的生物滤池的建造、监测和效率
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-17 DOI: 10.1016/j.wasman.2024.10.007
Jessica Leindorf de Almeida , Joelle Dumouchel , Jeovana Jisla das Neves Santos , Yohan Dulac , Alexandre R. Cabral , Martin Héroux
The City of Montreal has committed to achieve carbon neutrality by 2050. To meet this commitment, the city has adopted the Climate Plan 2020–2030, which includes the treatment of landfill gas (LFG). Within this framework, this research aimed to investigate the efficiency of a biofilter designed to treat high volumes of low-concentration LFG collected from lateral trenches at the Complexe Environnemental de Saint-Michel (CESM) in Montreal. The methane oxidation layer (MOL) of this biofilter, employed a material composed of 50% compost and 50% wood chips. Over a 54-week monitoring period, the system effectively maintained temperature conditions favorable to bacterial activity and methane oxidation. To assess the accuracy of predicting the hydraulic behavior of a methane oxidation biosystem (MOB) using numerical modeling, the biofilter was designed and constructed with specific features. In particular, the pore voids at the interface between the MOL and the gas distribution layer (GDL) were intentionally blocked along the downstream quarter of the biofilter length. This design ensures that water reaches the occlusion point due to the capillary barrier effect. Moisture content values remained within the expected range for most of the monitoring phase but increased with time. Despite this issue, the biofilter achieved an average efficiency higher than 95%. The findings underscore the capability of biosystems to manage substantial volumes of lean LFG, but also highlight the importance of acclimatizing the compost before exposure to maximum landfill load.
蒙特利尔市承诺到 2050 年实现碳中和。为实现这一承诺,该市通过了《2020-2030 年气候计划》,其中包括垃圾填埋气 (LFG) 的处理。在此框架内,本研究旨在调查生物过滤器的效率,该过滤器旨在处理从蒙特利尔圣米歇尔环境综合体(CESM)横向沟渠中收集的大量低浓度垃圾填埋气。该生物滤池的甲烷氧化层(MOL)采用了由 50% 堆肥和 50% 木屑组成的材料。在 54 周的监测期内,该系统有效地保持了有利于细菌活动和甲烷氧化的温度条件。为了评估利用数值建模预测甲烷氧化生物系统(MOB)水力行为的准确性,该生物滤池的设计和建造具有特定的特征。特别是,在甲烷氧化物(MOL)和气体分布层(GDL)之间的界面上,沿着生物滤池长度的下游四分之一故意堵塞了孔隙。这种设计可确保水分在毛细管阻隔效应的作用下到达闭塞点。在监测阶段的大部分时间里,含水量值都保持在预期范围内,但随着时间的推移而增加。尽管存在这一问题,生物滤池的平均效率仍高于 95%。研究结果强调了生物系统管理大量贫垃圾填埋气(LFG)的能力,但同时也强调了在堆肥暴露于最大填埋负荷之前使其适应环境的重要性。
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引用次数: 0
Waste classification strategy based on multi-scale feature fusion for intelligent waste recycling in office buildings 基于多尺度特征融合的垃圾分类策略,用于办公楼宇的智能垃圾回收利用
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-17 DOI: 10.1016/j.wasman.2024.10.008
Zongjing Lin , Huxiu Xu , Maoying Zhou , Ban Wang , Huawei Qin
Waste classification is an important measure to protect the environment. Existing waste classification methods mainly focus on scientific research, but lack attention to the challenges of waste classification in actual scenarios. For example, wastes with similar contours, similar textures, or contaminated appearance are difficult to be classified in actual scenarios. To address these issues, this paper proposes an innovative multi-scale feature fusion strategy (MFFS) to improve the classification accuracy of these wastes. MFFS combines local fine-grained features with global coarse-grained features to improve the feature expression ability of waste. However, how to effectively fuse these two features is a key challenge. This paper proposes a dual-scale feature fusion strategy, first fusing fine-grained features in the first dimension, then fusing coarse-grained features in the second dimension, and introducing spatial features to further enhance feature expression capabilities. In order to reduce the interference of background information, the model in this paper models global relationships based on convolutional features. The MFFS strategy achieved a classification accuracy of 95.5% on the self-built dataset and 94.1% on the public dataset TrashNet. The number of parameters of our model is reduced by 57.2% compared with the classic VGG16 and by 34.2% compared with the Vision Transformer. In addition, we designed an intelligent waste sorting device and deployed the MFFS model on the device to implement the application. Experiments show that our model has ideal accuracy and stability and can be promoted and applied.
垃圾分类是保护环境的一项重要措施。现有的垃圾分类方法主要集中在科学研究方面,缺乏对实际场景中垃圾分类难题的关注。例如,轮廓相似、纹理相似或外观受污染的垃圾在实际场景中很难分类。针对这些问题,本文提出了一种创新的多尺度特征融合策略(MFFS),以提高这些废物的分类精度。MFFS 将局部细粒度特征与全局粗粒度特征相结合,提高了垃圾的特征表达能力。然而,如何有效融合这两种特征是一个关键挑战。本文提出了一种双尺度特征融合策略,首先融合第一维度的细粒度特征,然后融合第二维度的粗粒度特征,并引入空间特征进一步增强特征表达能力。为了减少背景信息的干扰,本文的模型基于卷积特征建立了全局关系模型。MFFS 策略在自建数据集上的分类准确率达到了 95.5%,在公共数据集 TrashNet 上的分类准确率达到了 94.1%。与经典的 VGG16 相比,我们的模型参数数量减少了 57.2%,与 Vision Transformer 相比,减少了 34.2%。此外,我们还设计了一个智能垃圾分类设备,并在设备上部署了 MFFS 模型来实现应用。实验表明,我们的模型具有理想的准确性和稳定性,可以推广应用。
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引用次数: 0
Efficient extraction of refractory Cr from stainless steel dust by sodium persulfate oxidation roasting 过硫酸钠氧化焙烧法从不锈钢粉尘中高效提取难熔铬
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-16 DOI: 10.1016/j.wasman.2024.10.010
Jun Li , Menglan Wu , Zhen Wu , Weizhen Liu , Zhang Lin , Xiaoqin Li
Stainless steel dust (SSD) contains a high content of Cr and is listed as hazardous solid waste. However, SSD is mainly stockpiled in legacy waste sites due to its complexity and lack of investigation. Herein we comprehensively investigates the microscopic interaction between heavy metals and coexisting phases of SSD from the electric arc furnace (EAF). Furthermore, a new approach for extracting Cr from SSD was developed for the first time. It was found that SSD is enriched with Cr, Ni, Mn, and Zn. Most of these heavy metals are bound to stable spinel (e.g., FeCr2O4) and encapsulated by silicate. Using Na2S2O8 as the flux (1–24 mmol), under roasting at 350–750 °C in the air for 0.25–6 h, efficient heavy metal extraction can be achieved (Cr-80 %, Ni-86 %, Mn-93 %, Zn-94 %) at 650 °C for 1h. During the roasting processes, the silicate shell was broken, which facilitated the mass transfer of the oxidant. Fe(II) was oxidized to Fe(III) and collapsed the spinel structure, releasing the heavy metals during the following acid leaching. The total mass of SSD is reduced by 90–95 %, and detoxification of SSD is achieved after processing. In conclusion, efficient extraction refractory metals in SSD by Na2S2O8 roasting and the mechanism was elucidated for the first time. This method might also be applied for the treatment of other slags/ash waste that have a stable spinel structure and are encapsulated by silicate.
不锈钢粉尘(SSD)含有大量铬,被列为危险固体废物。然而,由于其复杂性和缺乏调查,不锈钢粉尘主要被堆放在遗留废物场地。在本文中,我们全面研究了电弧炉(EAF)产生的 SSD 中重金属与共存相之间的微观相互作用。此外,我们还首次开发了一种从固态沉积物中提取铬的新方法。研究发现,固态沉积物富含铬、镍、锰和锌。这些重金属大多与稳定的尖晶石(如 FeCr2O4)结合,并被硅酸盐包裹。使用 Na2S2O8 作为助熔剂(1-24 毫摩尔),在 350-750 °C 的空气中焙烧 0.25-6 小时后,在 650 °C 下焙烧 1 小时可实现重金属的高效提取(Cr-80%、Ni-86%、Mn-93%、Zn-94%)。在焙烧过程中,硅酸盐外壳破裂,促进了氧化剂的传质。铁(II)被氧化成铁(III),尖晶石结构坍塌,在随后的酸浸出过程中释放出重金属。SSD 的总质量减少了 90-95%,并在加工后实现了 SSD 的解毒。总之,通过 Na2S2O8 焙烧法高效提取 SSD 中的难熔金属,并首次阐明了其机理。该方法还可用于处理其他具有稳定尖晶石结构并被硅酸盐包裹的炉渣/灰渣废料。
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引用次数: 0
Energy and environmental assessment of solid recovered fuels valorisation: Waste-to-Chemicals options vs co-combustion in cement plants 固体回收燃料价值化的能源和环境评估:水泥厂的废物变化学品方案与共燃方案
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-16 DOI: 10.1016/j.wasman.2024.10.006
A. Conversano , D. Sogni , G. Lombardelli , D. Di Bona , F. Viganò , S. Consonni
The increasing interest in Waste-to-Chemical (WtC) technologies operating with Solid Recovered Fuels (SRF) from non-recyclable plastic streams requires a quantitative analysis on the actual convenience of this alternative valorization pathway.
This study assesses SRF in selected WtC technologies for hydrogen and methanol production and compares it with the well-established practice of co-combustion in the cement industry. Two case studies are considered: the first one represents the current scenario where SRF is used in co-combustion for cement production meanwhile the chemical is produced by steam reforming; in the second scenario, the cement plant is fed with pet-coke only, leaving SRF as a feedstock for WtC.
WtC performance assessment has been carried out in Aspen Plus®, whereas cement production and steam reforming have been characterized based on literature information.
The two scenarios have been assessed for two SRF qualities (different LHV and biogenic content) calculating primary energy and fossil CO2 emissions.
The results show that SRF from plastic waste as a feedstock in WtC is less effective than its utilization in cement plant: when WtC technology for hydrogen production is adopted, additional 9.1% (SRF-1) and 8.6% (SRF-2) of energy consumption is estimated and 25.8% (SRF-1) and 24.1% (SRF-2) additional fossil CO2 is emitted with respect to the corresponding conventional cases (i.e., chemical from steam reforming and SRF burnt in the cement kiln). When considering methanol production, WtC technology requires 6.2% (SRF-1) and 5.6% (SRF-2) increase of primary energy and 30.2% (SRF-1) and 28.4% (SRF-2) additional fossil CO2 against the conventional cases.
随着人们对利用不可回收塑料流中的固体回收燃料(SRF)运行的 "废物变化学品"(WtC)技术的兴趣与日俱增,我们需要对这一替代价值化途径的实际便利性进行定量分析。本研究对选定的 WtC 技术中用于氢气和甲醇生产的 SRF 进行了评估,并将其与水泥行业成熟的共燃做法进行了比较。本研究考虑了两个案例研究:第一个案例代表了当前的情况,即在水泥生产中使用SRF进行协同燃烧,同时通过蒸汽转化生产化学品;在第二个案例中,水泥厂仅以石油焦为原料,将SRF作为WtC的原料。WtC性能评估是在Aspen Plus®中进行的,而水泥生产和蒸汽转化则是根据文献信息进行的。对两种 SRF 质量(不同的 LHV 和生物源含量)的两种方案进行了评估,计算了一次能源和化石 CO2 排放。当采用 WtC 技术制氢时,与相应的传统情况(即:蒸汽重整化学制氢和 SRF-2)相比,能耗估计分别增加了 9.1%(SRF-1)和 8.6%(SRF-2),二氧化碳化石排放量分别增加了 25.8%(SRF-1)和 24.1%(SRF-2)、与相应的常规情况(即蒸汽重整产生的化学品和在水泥窑中燃烧的 SRF)相比,额外排放了 25%(SRF-1)和 24.1%(SRF-2)的化石二氧化碳。考虑到甲醇生产,与传统情况相比,WtC 技术需要增加 6.2%(SRF-1)和 5.6%(SRF-2)的一次能源,以及 30.2%(SRF-1)和 28.4%(SRF-2)的额外化石二氧化碳。
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引用次数: 0
Pricing and production R&D decisions in power battery closed-loop supply chain considering government subsidy 考虑政府补贴的动力电池闭环供应链的定价和生产研发决策
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-15 DOI: 10.1016/j.wasman.2024.10.004
Wensi Zhang , Xiuyu Liu , Li Zhu , Wei Wang , Hongfang Song
With the continuous promotion of electric vehicle applications, the recycling of power battery is urgent. Some batteries, although not suitable for continued use in electric vehicles, can be recycled for echelon utilization or remanufacturing. Thus, this study considers an electric vehicle power battery closed-loop supply chain consisting of a manufacturer and a retailer. We develop three strategies: no production research and development effort strategy, production research and development effort strategy, and government subsidy for production research and development strategy. Optimal pricing and production research and development effort decisions are derived based on Stackelberg game. Results indicate that production research and development positively impact the recycling of waste electric vehicle power batteries, with government subsidy further amplifying this effect by offering higher buyback and recycling prices. Government subsidy encourages manufacturer to increase production research and development effort and lowers the market pricing of electric vehicle power batteries, making these batteries more accessible to consumers. A sizable consumer base can offset the increased costs of production research and development, enabling manufacturer and retailer to achieve greater profitability. Both manufacturer and retailer can benefit from production research and development and government subsidy, ultimately enhancing the profitability of the entire closed-loop supply chain.
随着电动汽车应用的不断推广,动力电池的回收利用迫在眉睫。有些电池虽然不适合在电动汽车上继续使用,但可以回收后进行梯次利用或再制造。因此,本研究考虑了由制造商和零售商组成的电动汽车动力电池闭环供应链。我们制定了三种策略:无生产研发努力策略、生产研发努力策略和政府补贴生产研发策略。根据斯塔克尔伯格博弈推导出最优定价和生产研发决策。结果表明,生产研发对废旧电动汽车动力电池的回收利用有积极影响,而政府补贴通过提供更高的回购和回收价格进一步放大了这种影响。政府补贴鼓励制造商加大生产研发力度,降低电动汽车动力电池的市场价格,使消费者更容易获得这些电池。可观的消费群体可以抵消生产研发成本的增加,使制造商和零售商获得更大的利润。制造商和零售商都能从生产研发和政府补贴中获益,最终提高整个闭环供应链的盈利能力。
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引用次数: 0
Multi-target detection of waste composition in complex environments based on an improved YOLOX-S model 基于改进型 YOLOX-S 模型的复杂环境中废物成分多目标检测技术
IF 7.1 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-10-14 DOI: 10.1016/j.wasman.2024.10.005
Rui Zhao , Qihao Zeng , Liping Zhan , De Chen
The identification of waste composition based on target-detection is crucial in promoting sustainable solid waste management. However, discrimination of different solid waste categories in the presence of incomplete and insufficient feature information remains a challenge in multi-target detection. This paper proposes an improved You Only Look Once (YOLOX-S) model that enables the effective recognition of different waste components in complex environments, which enhances feature-information extraction ability regarding different dimensions by introducing a convolutional block attention module, an adaptive spatial feature fusion module, and an improved efficient intersection-over-union loss function. The improved model was trained on a self-constructed image dataset with multiple waste components and targets in various complex scenarios, including interference from similar color backgrounds, similar waste localization, and mutual waste occlusion. The experimental results showed that the improved model achieved a mean average precision (mAP) of 85.02 %, an increase of 5.32 % over the original YOLO model’s mAP, and that it reduced incidents related to inaccurate positioning and false and missed detection. Moreover, the improved model outperformed classical detection models including support vector machine, RestNet-18, and RestNet-50 on a public dataset, achieving a mAP of 94.85 %. The improved model is expected to be applied to intelligent monitoring for waste components in scenarios including indiscriminate waste disposal and illegal dumping, providing decision support for emergency management.
基于目标检测的废物成分识别对于促进可持续固体废物管理至关重要。然而,在特征信息不完整和不充分的情况下识别不同的固体废物类别,仍然是多目标检测中的一项挑战。本文提出了一种改进的 "只看一次"(YOLOX-S)模型,通过引入卷积块注意力模块、自适应空间特征融合模块和改进的高效交集-重合损失函数,增强了不同维度的特征信息提取能力,从而能够在复杂环境中有效识别不同的废物成分。改进后的模型在自建的图像数据集上进行了训练,该数据集包含多种垃圾成分和目标,涉及多种复杂场景,包括相似颜色背景干扰、相似垃圾定位和垃圾相互遮挡等。实验结果表明,改进模型的平均精确度(mAP)达到了 85.02%,比原始 YOLO 模型的 mAP 提高了 5.32%,并且减少了与定位不准确、误检和漏检相关的事件。此外,改进后的模型在公共数据集上的表现优于支持向量机、RestNet-18 和 RestNet-50 等经典检测模型,mAP 达到 94.85%。改进后的模型有望应用于包括垃圾任意处置和非法倾倒等场景下的垃圾成分智能监测,为应急管理提供决策支持。
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Waste management
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