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Global review of PCBs and chemical flame retardants in e-waste recycling sites: Addressing geographic imbalances 对电子废物回收场地中的多氯联苯和化学阻燃剂进行全球审查:解决地域不平衡问题
IF 5.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-20 DOI: 10.1016/j.emcon.2024.100426
Moyofoluwa O. Ogunyemi , Temilola O. Oluseyi , Aderonke O. Oyeyiola , Mohamed Abou-Elwafa Abdallah , Stuart Harrad
Informal e-waste recycling poses substantial environmental and human health risks due to contamination by flame retardants (FRs) and related chemical additives. This study systematically reviews the status of research on polybrominated diphenyl ethers (PBDEs), polychlorinated biphenyls (PCBs) and organophosphate esters (OPEs) in e-waste recycling sites, with a particular focus on concentration levels and geographic disparities in data availability. Only a few studies have been conducted in Africa and South America and there are significant gaps. This geographic imbalance and other factors impede accurate assessment and comprehensive understanding of global e-waste pollution and associated risks. In examining the concentrations of PCBs and FRs, the study finds notable variations across different countries. For instance, high levels of these toxic chemicals were reported in China and India, which are major hubs for e-waste recycling in Asia. Concentrations in these regions often exceed international safety standards, posing severe risks for workers and local communities. Conversely, data from Africa and South America are sparse, despite the growing presence of informal e-waste recycling activities in these continents. Factors driving these differences include the prevalence of informal recycling practices, variations in waste import volumes, regulatory gaps, and disparities in technological capacity for safe waste management. In developing countries, weaker enforcement of environmental laws and reliance on rudimentary recycling methods lead to higher levels of contamination. However, developed nations with stricter regulations and advanced technologies exhibit lower concentrations of these pollutants. While high concentrations of FRs are documented in environmental matrices, human biomonitoring and epidemiological studies are needed to correlate environmental concentrations with health outcomes, particularly for workers at e-waste sites. In summary, this review emphasizes the critical need for broader geographical coverage, standardized methodologies, and robust regulatory frameworks to mitigate the significant health and environmental risks associated with FRs and PCBs in e-waste recycling sites.
由于受到阻燃剂(FRs)和相关化学添加剂的污染,非正规电子废物回收对环境和人类健康构成了巨大的风险。本研究系统地回顾了有关电子废物回收场所中的多溴联苯醚 (PBDE)、多氯联苯 (PCB) 和有机磷酸酯 (OPE) 的研究现状,尤其关注数据可用性方面的浓度水平和地域差异。在非洲和南美洲开展的研究为数不多,存在很大差距。这种地域不平衡和其他因素阻碍了对全球电子废物污染和相关风险的准确评估和全面了解。在研究多氯联苯和荧光增白剂的浓度时,研究发现不同国家之间存在显著差异。例如,中国和印度是亚洲主要的电子废物回收中心,这两个国家报告的这些有毒化学物质的含量很高。这些地区的浓度往往超过国际安全标准,对工人和当地社区构成严重威胁。相反,非洲和南美洲的数据却很少,尽管这两个大洲的非正规电子废物回收活动日益增多。造成这些差异的因素包括非正规回收做法的普遍性、废物进口量的差异、监管漏洞以及废物安全管理技术能力的差异。在发展中国家,环境法的执行力度较弱以及对初级回收方法的依赖导致污染程度较高。然而,发达国家拥有更严格的法规和先进的技术,这些污染物的浓度较低。虽然环境基质中存在高浓度的 FRs,但仍需进行人体生物监测和流行病学研究,以便将环境浓度与健康结果联系起来,尤其是对电子废物处理场所的工人而言。总之,本综述强调亟需更广泛的地理覆盖范围、标准化方法和健全的监管框架,以减轻电子废物回收场地中与荧光增量物质和多氯联苯相关的重大健康和环境风险。
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引用次数: 0
Fabrication of PBAT/lignin composite foam materials with excellent foaming performance and mechanical properties via grafting esterification and twin-screw melting free radical polymerization 通过接枝酯化和双螺杆熔融自由基聚合,制备具有优异发泡性能和机械性能的 PBAT/木质素复合泡沫材料
Pub Date : 2024-10-17 DOI: 10.1186/s42825-024-00177-3
Hongsen Xu, Jingwen Shaoyu, Junyang Jin, Ming Li, Lei Ji, Wei Zhuang, Chenglun Tang, Zhiwei Chang, Hanjie Ying, Chenjie Zhu

As one of the mainstream biodegradable materials, poly(butylene adipate-co-terephthalate) (PBAT) foams offer a sustainable alternative to traditional plastic foams, effectively reducing environmental pollution. However, the high cost and poor mechanical performance of PBAT foams impede their practical application. Herein, the glycidyl methacrylate-grafted biomass lignin (GML) was used to produce a PBAT/GML composite foam with good foaming performance and mechanical properties at high lignin-filling amounts by twin-screw melting free radical polymerization and supercritical CO2 foaming process. The compatibility of GML in the PBAT matrix was improved due to the formation of ester bonds in modified lignin, endowing the PBAT/GML (PGML) composite foam with exceptional foaming performance. Additionally, the mechanical properties of PGML composite foam were remarkably enhanced due to the introduction of the abundant aromatic structures of GML and the construction of a stable covalent crosslinking network. The compressive strengths and compression modulus of the PGML foam were improved by 2.53 times and 2.47 times, while its bending strength and bending modulus were improved by 1.27 times and 3.92 times compared to the neat PBAT. This research affords a new strategy for developing low-cost biodegradable biomass PBAT/lignin composite foam materials with good foaming performance and mechanical properties.

Graphical abstract

作为主流生物降解材料之一,聚己二酸丁二醇酯(PBAT)泡沫可替代传统塑料泡沫,有效减少环境污染。然而,PBAT 泡沫成本高、机械性能差,阻碍了其实际应用。本文采用甲基丙烯酸缩水甘油酯接枝生物质木质素(GML),通过双螺杆熔融自由基聚合和超临界二氧化碳发泡工艺,制备了PBAT/GML复合泡沫,在高木质素填充量下具有良好的发泡性能和机械性能。由于在改性木质素中形成了酯键,GML 在 PBAT 基体中的相容性得到了改善,从而使 PBAT/GML (PGML)复合泡沫具有优异的发泡性能。此外,由于引入了 GML 的丰富芳香结构并构建了稳定的共价交联网络,PGML 复合泡沫的机械性能也得到了显著提高。与纯 PBAT 相比,PGML 泡沫的压缩强度和压缩模量分别提高了 2.53 倍和 2.47 倍,弯曲强度和弯曲模量分别提高了 1.27 倍和 3.92 倍。这项研究为开发具有良好发泡性能和机械性能的低成本可生物降解生物质PBAT/木质素复合泡沫材料提供了一种新策略。 图文摘要
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引用次数: 0
A review of external quality inspection for fruit grading using CNN models 利用 CNN 模型对水果分级的外部质量检测进行审查
IF 8.2 2区 医学 Q2 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-10-16 DOI: 10.1016/j.aiia.2024.10.002
Luis E. Chuquimarca , Boris X. Vintimilla , Sergio A. Velastin
This article reviews the state of the art of recent CNN models used for external quality inspection of fruits, considering parameters such as color, shape, size, and defects, used to categorize fruits according to international marketing levels of agricultural products. The literature review considers the number of fruit images in different datasets, the type of images used by the CNN models, the performance results obtained by each CNNs, the optimizers that help increase the accuracy of these, and the use of pre-trained CNN models used for transfer learning. CNN models have used various types of images in the visible, infrared, hyperspectral, and multispectral bands. Furthermore, the fruit image datasets used are either real or synthetic. Finally, several tables summarize the articles reviewed, which are prioritized according to inspection parameters, facilitating a critical comparison of each work.
本文综述了近期用于水果外部质量检测的 CNN 模型的最新技术水平,考虑了水果的颜色、形状、大小和缺陷等参数,用于根据农产品的国际营销水平对水果进行分类。文献综述考虑了不同数据集中的水果图像数量、CNN 模型使用的图像类型、每个 CNN 获得的性能结果、有助于提高准确性的优化器,以及用于迁移学习的预训练 CNN 模型的使用情况。CNN 模型使用了可见光、红外、高光谱和多光谱波段的各类图像。此外,所使用的水果图像数据集要么是真实的,要么是合成的。最后,几个表格总结了所查阅的文章,并根据检测参数进行了优先排序,以便于对每项工作进行批判性比较。
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引用次数: 0
Sewage sludge as soil amendment in arid soils - A trace metal, nutrient and trace organics perspective 污水污泥作为干旱土壤的土壤改良剂--从微量金属、养分和微量有机物的角度看问题
IF 5.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-14 DOI: 10.1016/j.emcon.2024.100420
Saif Uddin , Mohammad Zaman , Karell Martínez-Guijarro , Mohammad Al-Murad , Montaha Behbehani , Nazima Habibi , Ahmed Al-Mutairi
Sewage sludge management has emerged as a critical environmental challenge due to the large volumes generated globally. Valorization techniques, including energy production and agricultural applications, offer sustainable solutions, particularly in regions with low soil fertility. The sewage sludge utilization in the Middle East region is low. This paper presents a pragmatic risk-based assessment using the risk-based corrective action approach to evaluate sludge application in desert soils. This methodology focuses on the source-pathway-receptor interaction and assesses the likelihood of contaminants posing a real threat. In arid desert regions like Kuwait, where soil organic content and moisture are extremely low, the application of sewage sludge presents a feasible option to enhance soil quality and valorize unutilized sludge dumps which pose significant environmental concerns but are left to desiccate in the absence of any environmental regulation towards its utilization and due to religious apprehensions. Since the sludge characterization is not well detailed a brief review of the available data was included to establish the bounds of various organic, metal and nutrients that were used for generating the model. This study examines the changes in the physico-chemical properties of desert soils following sludge application, focusing on the likely fate of trace metals and organic contaminants. The alkaline desert soils of Kuwait, with a pH range of 7.7–8.9, are particularly suitable for sludge application due to the low mobility of metals in alkaline conditions. Additionally, sludge application lowers soil pH, improving conditions for plant growth. The region's deeper water table and scant annual precipitation (<0.15 m) further reduce the risk of groundwater contamination and deeper soil profile contamination. The presence of organic content, nitrates, Zn, and Cu in sludge can promote native vegetation growth. However, trace organic contaminants, including PAHs, PCBs, and pharmaceuticals, pose a potential risk to soil contamination, but since the geological section shows intervening impervious layers the contamination is going to be localized, even if there is sufficient leachable fraction. Given the minimal risk of contamination under the unique conditions of arid regions, this approach highlights the potential for eco-friendly sludge valorization, that will improve vegetation cover and arrest the suspended particulate suspension. However, before the large-scale implementation of this modelled concept, a detailed experimental study on the pilot scale or lysimeters is recommended to assess the long-term impacts of sludge application and to obtain data that can inform policy guidelines for sustainable sludge management in desert environments.
由于全球产生大量污泥,污泥管理已成为一项严峻的环境挑战。包括能源生产和农业应用在内的价值化技术提供了可持续的解决方案,尤其是在土壤肥力较低的地区。中东地区的污水污泥利用率较低。本文介绍了一种务实的风险评估方法,该方法采用基于风险的纠正措施来评估污泥在沙漠土壤中的应用。该方法侧重于来源-途径-受体之间的相互作用,并评估污染物造成实际威胁的可能性。在科威特这样的干旱沙漠地区,土壤有机质含量和湿度都极低,应用污水污泥是提高土 壤质量和利用未利用污泥堆的一个可行选择,这些污泥堆对环境有重大影响,但由于对其利 用没有任何环境监管,也由于宗教上的忧虑,这些污泥堆只能任其干涸。由于污泥的特征描述并不详细,因此对现有数据进行了简要回顾,以确定用于生成模型的各种有机物、金属和营养物质的界限。本研究探讨了施用污泥后沙漠土壤物理化学性质的变化,重点是痕量金属和有机污染物的可能归宿。科威特沙漠土壤呈碱性,pH 值在 7.7-8.9 之间,由于金属在碱性条件下的流动性较低,因此特别适合施用污泥。此外,施用污泥还能降低土壤 pH 值,改善植物生长条件。该地区地下水位较深,年降水量稀少(0.15 米),进一步降低了地下水污染和深层土壤剖面污染的风险。污泥中的有机物、硝酸盐、锌和铜可以促进本地植被的生长。不过,包括多环芳烃、多氯联苯和药物在内的痕量有机污染物会对土壤造成潜在的污染风险,但由于地质剖面显示存在不透水层,即使有足够的可浸出部分,污染也将是局部的。鉴于在干旱地区的独特条件下污染风险极小,这种方法凸显了生态友好型污泥资源化的潜力,它将改善植被覆盖率并阻止悬浮颗粒悬浮。不过,在大规模实施这一建模概念之前,建议在试点规模或溶解池上进行详细的实验研究,以评估污泥应用的长期影响,并获取数据,为沙漠环境中污泥的可持续管理提供政策指导。
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引用次数: 0
Biodegradation of polycyclic aromatic hydrocarbons: The role of ligninolytic enzymes and advances of biosensors for in-situ monitoring 多环芳烃的生物降解:木质素分解酶的作用和用于现场监测的生物传感器的进步
IF 5.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-13 DOI: 10.1016/j.emcon.2024.100424
Eshet Lakew Tesfaye , Fekadu Mazengiaw Bogale , Tadele Assefa Aragaw
Polycyclic aromatic hydrocarbons (PAHs) and their derivatives are common pollutants that require effective remediation techniques. PAH biodegradation using bacterial and fungal enzymes has gained popularity because it effectively removes these contaminants. Ligninolytic enzymes (LEs), such as laccase (Lac), lignin peroxidase (LiP), manganese peroxidase (MnP), and versatile peroxidases (VPs), have been studied for their role in PAHs biodegradation. These enzymes, produced by different living organisms, have demonstrated significant potential in degrading complex PAH structures, contributing to cleaner and more sustainable remediation techniques. This review evaluates the biodegradation capacity of PAHs using different strains and/or their LEs and provides an in-depth analysis of their mechanisms and removal efficiencies. In addition, the fundamental catalytic mechanisms governing the biodegradation of PAHs and factors that must be optimized to promote effective breakdown and detoxification are highlighted. This review also highlights recent biosensor developments that provide enhanced sensitivity and specificity for PAH detection. Although some LE-producing strains are efficient in completely biodegrading certain PAH types, further research is needed to explore the complete biodegradation of PAHs with higher molecular structures using genetically modified strains or their LEs. Despite progress, challenges remain in optimizing enzyme activity and integrating biosensors into large-scale use. Future research should focus on enhancing stability and improving field deployment for better environmental monitoring.
多环芳烃(PAHs)及其衍生物是常见的污染物,需要有效的修复技术。使用细菌和真菌酶进行多环芳烃生物降解能有效去除这些污染物,因此受到了广泛欢迎。人们研究了木质素分解酶(LEs),如漆酶 (Lac)、木质素过氧化物酶 (LiP)、锰过氧化物酶 (MnP) 和多功能过氧化物酶 (VPs),以了解它们在多环芳烃生物降解中的作用。这些由不同生物体产生的酶在降解结构复杂的多环芳烃方面具有巨大潜力,有助于采用更清洁、更可持续的修复技术。本综述评估了利用不同菌株和/或其 LEs 对 PAHs 进行生物降解的能力,并对其机理和去除效率进行了深入分析。此外,还重点介绍了多环芳烃生物降解的基本催化机制,以及为促进有效分解和解毒而必须优化的因素。本综述还重点介绍了最近开发的生物传感器,这些传感器可提高多环芳烃检测的灵敏度和特异性。尽管一些产生低浓有机溶剂的菌株能有效地完全生物降解某些类型的多环芳烃,但仍需进一步研究,利用转基因菌株或其低浓有机溶剂来探索具有更高分子结构的多环芳烃的完全生物降解。尽管取得了进展,但在优化酶活性和大规模使用生物传感器方面仍存在挑战。未来的研究应侧重于提高稳定性和改进现场部署,以更好地进行环境监测。
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引用次数: 0
Comprehensive inventory of imports of electrical and electronic equipment and related plastics and POPs plastic additives into Nigeria in the past 32 years (1990–2022) 过去 32 年(1990-2022 年)尼日利亚电气和电子设备及相关塑料和持久性有机污染物塑料添加剂进口综合清单
IF 5.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-13 DOI: 10.1016/j.emcon.2024.100423
Joshua O. Babayemi , Innocent C. Nnorom , Roland Weber
The global management of electrical and electronic equipment (EEE) and related plastics, and the persistent organic pollutants (POPs) contained in it constitute a global challenge in particular for low-income countries in Africa where monitoring capacity and waste management infrastructure are lacking. While plastic recycling is highlighted as an important part of the solution to plastic pollution, such recycling is threatened by the presence of POPs. Overall, there is a lack of data on POPs in (W)EEE plastics with the exception of PBDEs. The objective of this study was to analyse the overall imports of (W)EEE into Nigeria and estimate the associated amount of plastics and POPs for better planning and management of WEEE plastics. This study assessed all EEE importation categories and compiled the importations of 28 EEE product groups with the highest importation, covering more than 98 % of officially imported EEE based on the United Nations Comtrade Database using harmonized system (HS) codes. The impact factors of POPs and plastic from the UNEP inventory guidance were used for the estimates. Overall, 4568 kilo-tonnes (kt) of EEE were officialy imported between 1990 and 2022 containing 1337 kt of plastic. If considering also the estimated imported WEEE and EEE not covered in the Comtrade statistics, the total imported (W)EEE is estimated to 12,259 kt including 3644 kt of plastics and an estimated 1043 t of hexaBDE/heptaBDE and 8511 t of DecaBDE as major POP additives, and lower levels of 154 t of HBCD, 91 t of SCCPs, 364 t of MCCP, and 146 t of Dechlorane Plus. The study is the first estimate of all major POPs in (W)EEE plastics in a low-income country and provides important information for their management.
电气和电子设备(EEE)及相关塑料的全球管理以及其中所含的持久性有机污染物(POPs)是一项全球性挑战,尤其是对于缺乏监测能力和废物管理基础设施的非洲低收入国家而言。虽然塑料回收利用被强调为塑料污染解决方案的重要组成部分,但这种回收利用却受到持久性有机污染物的威胁。总体而言,除了多溴联苯醚之外,缺乏关于(可湿性电子电器产品)塑料中持久性有机污染物的数据。本研究的目的是分析尼日利亚的(废)电子电器设备进口总量,并估算相关塑料和持久性有机污染物的数量,以便更好地规划和管理废电子电器设备塑料。本研究评估了所有电子电气设备的进口类别,并根据联合国商品贸易数据库,使用协调制度(HS)编码,汇编了进口量最大的 28 个电子电气设备产品组的进口情况,涵盖了 98% 以上的官方进口电子电气设备。估算时使用了环境署清单指南中的持久性有机污染物和塑料影响因子。总体而言,1990 年至 2022 年间官方进口了 4568 千吨(kt)的电子电器设备,其中包含 1337 千吨塑料。如果将商品贸易统计中未涵盖的估计进口废弃电子电器设备和电子电器设备也考虑在内,则(废弃)电子电器设备的进口总量估计为 12,259 千吨,其中包括 3644 千吨塑料、作为主要持久性有机污染物添加剂的估计 1043 吨六溴二苯醚/七溴二苯醚和 8511 吨十溴二苯醚,以及较低水平的 154 吨六溴环十二烷、91 吨短链氯化石蜡、364 吨中链氯化石蜡和 146 吨脱氯剂。该研究首次对低收入国家(湿)电子电器设备塑料中的所有主要持久性有机污染物进行了估计,为其管理提供了重要信息。
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引用次数: 0
Advances in Research on Application of Quantitative CT in Clinical Diagnosis and Treatment of Osteoporosis. 定量 CT 在骨质疏松症临床诊断和治疗中的应用研究进展。
Q4 Medicine Pub Date : 2024-10-12 DOI: 10.3881/j.issn.1000-503X.16035
Ning Xia, Dong-Fa Liao, Xiang-Wei Li, Da Liu

Quantitative CT (QCT) is a method of measuring bone mineral density (BMD) of human based on a CT machine,calibrated by QCT body model and analyzed by professional software.Compared with dual-energy X-ray absorptiometry,QCT can not only assess the cortical and cancellous BMD but also exclude the influences of osteophytes and aortic/vascular calcification,thus being capable of accurately reflecting patients' bone mass.In recent years,increasing studies on QCT and osteoporosis (OP) have been carried out,and the application of QCT in the diagnosis of OP,evaluation of vertebral bone conditions,prediction of fracture risks,and assessment of anti-OP treatment is garnering increasing attention from researchers at home and abroad.This article reviews the research progress in this field,aiming to provide a reference for the research on QCT in the diagnosis and treatment of OP.

定量CT(Quantitative CT,QCT)是以CT机为基础,通过QCT人体模型标定和专业软件分析,测量人体骨质密度(Bone mineral density,BMD)的一种方法。与双能X线吸收测量法相比,QCT不仅能评估皮质和松质骨密度,还能排除骨质增生和主动脉/血管钙化的影响,从而能够准确反映患者的骨量。近年来,有关 QCT 与骨质疏松症(OP)的研究日益增多,QCT 在 OP 诊断、椎体骨质状况评估、骨折风险预测、抗 OP 治疗评估等方面的应用也越来越受到国内外研究者的关注,本文综述了该领域的研究进展,旨在为 QCT 在 OP 诊断和治疗方面的研究提供参考。
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引用次数: 0
Research Progress of Drugs in Prevention and Treatment of Nephrolithiasis. 预防和治疗肾炎药物的研究进展。
Q4 Medicine Pub Date : 2024-10-12 DOI: 10.3881/j.issn.1000-503X.15987
Sha-Sha Xia, Jun Shen, Kai-Wen Shen, Qiang Wang, Wei-Hu Cen

With the improvement of people's living standards,the incidence of nephrolithiasis is increasing year by year.Nephrolithiasis poses a serious threat to the patients due to the unclear etiology,complicated composition of stones,and high recurrence rate after surgery.As the research on the pathogenesis and pathophysiology of nephrolithiasis keeps deepening in recent years,researchers have made achievements in the drug treatment,which has become a hot topic for urologists.This paper reviews the advances in the research on the possible formation mechanism and drug-induced litholysis and prevention for nephrolithiasis,aiming to provide theoretical references for subsequent clinical research.

随着人们生活水平的提高,肾结石的发病率逐年上升。肾结石病因不清、结石成分复杂、术后复发率高,给患者带来严重威胁。近年来,随着对肾结石发病机制和病理生理学研究的不断深入,研究人员在药物治疗方面也取得了一定的成果,成为泌尿外科医生的热门话题。本文综述了肾结石可能的形成机制、药物溶石及预防等方面的研究进展,旨在为后续的临床研究提供理论参考。
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引用次数: 0
Thermal Ablation of Pulmonary Nodules by Electromagnetic Navigation Bronchoscopy Combined With Real-Time CT-Based 3D Fusion Navigation:Report of One Case. 通过电磁导航支气管镜结合实时 CT 3D 融合导航对肺结节进行热消融:一例病例的报告。
Q4 Medicine Pub Date : 2024-10-12 DOI: 10.3881/j.issn.1000-503X.16198
Yuan Xu, Qun Liu, Chao Guo, Yi-Bo Wang, Xiao-Fang Wu, Chen-Xi Ma, Gui-Ge Wang, Qian-Shu Liu, Nai-Xin Liang, Shan-Qing Li

A nodule in the right middle lobe of the lung was treated by a combination of cone-beam CT,three-dimensional registration for fusion imaging,and electromagnetic navigation bronchoscopy-guided thermal ablation.The procedure lasted for 90 min,with no significant bleeding observed under the bronchoscope.The total radiation dose during the operation was 384 mGy.The patient recovered well postoperatively,with only a small amount of blood in the sputum and no pneumothorax or other complications.A follow-up chest CT on the first day post operation showed that the ablation area completely covered the lesion,and the patient was discharged successfully.

通过锥束 CT、三维注册融合成像和电磁导航支气管镜引导下的热消融联合治疗右肺中叶的一个结节,手术持续了 90 分钟,支气管镜下未观察到明显出血。患者术后恢复良好,仅有少量痰中带血,无气胸等并发症,术后第一天胸部CT复查显示消融区完全覆盖病灶,顺利出院。
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引用次数: 0
Automatic location and recognition of horse freezing brand using rotational YOLOv5 deep learning network 使用旋转 YOLOv5 深度学习网络自动定位和识别马匹冷冻品牌
IF 8.2 2区 医学 Q2 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-10-10 DOI: 10.1016/j.aiia.2024.10.003
Zhixin Hua , Yitao Jiao , Tianyu Zhang , Zheng Wang , Yuying Shang , Huaibo Song
Individual livestock identification is of great importance to precision livestock farming. Liquid nitrogen freezing labeled horse brand is an effective way for livestock individual identification. Along with various technological developments, deep-learning-based methods have been applied in such individual marking recognition. In this research, a deep learning method for oriented horse brand location and recognition was proposed. Firstly, Rotational YOLOv5 (R-YOLOv5) was adopted to locate the oriented horse brand, then the cropped images of the brand area were trained by YOLOv5 for number recognition. In the first step, unlike classical detection methods, R-YOLOv5 introduced the orientation into the YOLO framework by integrating Circle Smooth Label (CSL). Besides, Coordinate Attention (CA) was added to raise the attention to positional information in the network. These improvements enhanced the accuracy of detecting oriented brands. In the second step, number recognition was considered as a target detection task because of the requirement of accurate recognition. Finally, the whole brand number was obtained according to the sequences of each detection box position. The experiment results showed that R-YOLOv5 outperformed other rotating target detection algorithms, and the AP (Average Accuracy) was 95.6 %, the FLOPs were 17.4 G, the detection speed was 14.3 fps. As for the results of number recognition, the mAP (mean Average Accuracy) was 95.77 %, the weight size was 13.71 MB, and the detection speed was 68.6 fps. The two-step method can accurately identify brand numbers with complex backgrounds. It also provides a stable and lightweight method for livestock individual identification.
牲畜个体识别对精准畜牧业具有重要意义。液氮冷冻标记马匹品牌是牲畜个体识别的有效方法。随着各种技术的发展,基于深度学习的方法已被应用于此类个体标记识别。本研究提出了一种用于定向马匹烙印定位和识别的深度学习方法。首先,采用旋转 YOLOv5(R-YOLOv5)对定向马匹烙印进行定位,然后用 YOLOv5 对烙印区域的裁剪图像进行数字识别训练。第一步,与传统检测方法不同,R-YOLOv5 通过整合圆光滑标签(CSL)将方向引入 YOLO 框架。此外,还加入了坐标注意(CA),以提高对网络中位置信息的关注度。这些改进提高了检测定向品牌的准确性。第二步,数字识别被视为目标检测任务,因为需要准确识别。最后,根据每个检测框位置的序列得到整个品牌的编号。实验结果表明,R-YOLOv5 的性能优于其他旋转目标检测算法,平均准确率为 95.6%,FLOPs 为 17.4 G,检测速度为 14.3 fps。至于数字识别结果,mAP(平均准确率)为 95.77 %,权重大小为 13.71 MB,检测速度为 68.6 fps。两步法可以准确识别背景复杂的品牌号码。它还为牲畜个体识别提供了一种稳定、轻便的方法。
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