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Analyzing the Implementation of Digital Twins in the Agri-Food Supply Chain 浅析数字孪生在农产品供应链中的实现
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-06-12 DOI: 10.3390/logistics7020033
Tsega Y. Melesse, Chiara Franciosi, V. Pasquale, S. Riemma
Background: Digital twins have the potential to significantly improve the efficiency and sustainability of the agri-food supply chain by providing visibility, reducing bottlenecks, planning for contingencies, and improving existing processes and resources. Additionally, they can add value to businesses by lowering costs and boosting customer satisfaction. This study is aimed at responding to common scientific questions on the application of digital twins in the agri-food supply chain, focusing on the benefits, types, integration levels, key elements, implementation steps, and challenges. Methods: This article conducts a systematic literature review of recent works on agri-food supply chain digital twins, using a list of peer-reviewed studies to analyze concepts using precise and well-defined criteria. Thus, 50 papers were selected based on inclusion and exclusion criteria, and descriptive and content-wise analysis was conducted to answer the research questions. Conclusions: The implementation of digital twins has shown promising advancements in addressing global challenges in the agri-food supply chain. Despite encouraging signs of progress in the sector, the real-world application of this solution is still in its early stages. This article intends to provide firms, experts, and researchers with insights into future research directions, implications, and challenges on the topic.
背景:数字双胞胎有潜力通过提供可见性、减少瓶颈、应急计划以及改进现有流程和资源,显著提高农业食品供应链的效率和可持续性。此外,他们还可以通过降低成本和提高客户满意度来为企业增加价值。本研究旨在回答关于数字双胞胎在农业食品供应链中应用的常见科学问题,重点关注其好处、类型、集成水平、关键要素、实施步骤和挑战。方法:本文对农业食品供应链数字双胞胎的最新研究进行了系统的文献综述,使用同行评审的研究列表,使用精确和明确的标准分析概念。因此,根据纳入和排除标准选择了50篇论文,并进行了描述性和内容分析来回答研究问题。结论:数字双胞胎的实施在应对农业食品供应链的全球挑战方面显示出了有希望的进展。尽管该行业出现了令人鼓舞的进展迹象,但该解决方案在现实世界中的应用仍处于早期阶段。本文旨在为企业、专家和研究人员提供对该主题未来研究方向、影响和挑战的见解。
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引用次数: 1
Utilization of Free Trade Agreements to Minimize Costs and Carbon Emissions in the Global Supply Chain for Sustainable Logistics 利用自由贸易协定最大限度地减少全球供应链中的成本和碳排放,促进可持续物流
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-06-01 DOI: 10.3390/logistics7020032
Y. Kinoshita, Takaki Nagao, Hiromasa Ijuin, Keisuke Nagasawa, Tetsuo Yamada, S. Gupta
Background: Since global warming is a crucial worldwide issue, carbon tax has been introduced in the global supply chain as an environmental regulation for the reduction of greenhouse gas (GHG) emissions. Costs, GHG emissions, and carbon tax prices differ in each country due to economic conditions, energy mixes, and government policies. Additionally, multiple countries have signed a Free Trade Agreement (FTA). While FTAs result in their economic benefit, they also increase the risk of carbon leakage, which increases GHG emissions in the global supply chain due to relocation production sites from a country with stricter emission constraints to others with laxer ones. Method: This study proposes a mathematical model for decision support to minimize total costs involving carbon taxes with FTAs. Results: Our model determines suppliers, factory locations, and the number of transported parts and products with costs, FTAs, carbon taxes, and material-based GHG emissions estimated using the Life Cycle Inventory (LCI) database. The FTA utilization on the global low-carbon supply chain is examined by comparing the constructed supply chains with and without FTAs, and by conducting sensitivity analysis of carbon tax prices. Conclusions: We found that FTAs would not cause carbon leakage directly and would be effective for reducing GHG emissions economically.
背景:由于全球变暖是一个至关重要的全球问题,碳税已被引入全球供应链,作为减少温室气体排放的环境法规。每个国家的成本、温室气体排放和碳税价格因经济条件、能源组合和政府政策而异。此外,多个国家签署了自由贸易协定。虽然自由贸易协定带来了经济效益,但也增加了碳泄漏的风险,这增加了全球供应链中的温室气体排放,因为生产基地从一个排放限制更严格的国家迁移到其他排放限制更宽松的国家。方法:本研究提出了一个决策支持的数学模型,以最大限度地减少FTA涉及碳税的总成本。结果:我们的模型确定了供应商、工厂位置以及运输零件和产品的数量,并使用生命周期清单(LCI)数据库估计了成本、FTA、碳税和基于材料的温室气体排放量。通过比较已构建的有自由贸易协定和无自由贸易协定的供应链,并对碳税价格进行敏感性分析,考察了自由贸易协定在全球低碳供应链中的利用情况。结论:我们发现,自由贸易协定不会直接导致碳泄漏,而且对经济地减少温室气体排放是有效的。
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引用次数: 2
A Rule-Based Predictive Model for Estimating Human Impact Data in Natural Onset Disasters—The Case of a PRED Model 自然灾害中基于规则的人类影响预测模型——以PRED模型为例
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-05-26 DOI: 10.3390/logistics7020031
Sara Rye, E. Aktas
Background: This paper proposes a framework to cope with the lack of data at the time of a disaster by employing predictive models. The framework can be used for disaster human impact assessment based on the socio-economic characteristics of the affected countries. Methods: A panel data of 4252 natural onset disasters between 1980 to 2020 is processed through concept drift phenomenon and rule-based classifiers, namely the Moving Average (MA). Results: Predictive model for Estimating Data (PRED) is developed as a decision-making platform based on the Disaster Severity Analysis (DSA) Technique. Conclusions: comparison with the real data shows that the platform can predict the human impact of a disaster (fatality, injured, homeless) with up to 3% error; thus, it is able to inform the selection of disaster relief partners for various disaster scenarios.
背景:本文提出了一个框架,以应对灾害时的数据缺乏,采用预测模型。该框架可用于根据受灾国的社会经济特点评估灾害对人的影响。方法:采用概念漂移现象和基于规则的移动平均(MA)分类器对1980 - 2020年间4252起自然灾害的面板数据进行处理。结果:基于灾害严重性分析(DSA)技术,建立了预测数据预测模型(PRED)作为决策平台。结论:与真实数据对比表明,该平台可以预测灾难对人类的影响(死亡、受伤、无家可归),误差不超过3%;因此,它能够为各种灾害场景的救灾合作伙伴的选择提供信息。
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引用次数: 0
Smart Warehousing as a Wave of the Future 智能仓储是未来的潮流
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-05-17 DOI: 10.3390/logistics7020030
Hokey Min
Background: The unprecedented supply chain disruptions caused by the prolonged COVID-19 pandemic forced many firms to change their way of doing business dramatically. These changes include quickly responding to the growing demand for online orders and the corresponding direct shipments to customer locations. These changes have been further accelerated by rapid technological innovations resulting from the fourth industrial revolution (Industry 4.0). One of the most notable technological transformations that we have witnessed is the growing popularity of smart warehousing concepts. Although smart warehousing may represent a wave of the warehousing future, the published literature rarely documents its underlying principles, specific application targets, and potential impacts on supply chain performance. This research aims to identify key drivers of the digital warehousing revolution and describe important value propositions for warehousing automation. Methods: To help companies develop smart warehouses successfully as an integral part of a supply chain link, I conceptualize an ideal smart warehousing system, design its basic architecture, propose specific milestones for monitoring the progress of smart warehouse development, and then, identify critical success factors for its full utilization in today’s volatile warehousing environment. This paper employed qualitative content analysis to conceptualize smart warehousing development and establish a smart warehousing framework. Results: A smart warehouse will bring many managerial benefits, including warehousing cost efficiency, labor productivity, and agility in the era of the knowledge economy. Conclusions: This paper will enable companies to accelerate digital transformation and improve their competitiveness amid the post-pandemic industrial revolution.
背景:COVID-19大流行造成的前所未有的供应链中断迫使许多公司大幅改变其经营方式。这些变化包括快速响应不断增长的在线订单需求和相应的直接发货到客户地点。第四次工业革命(工业4.0)带来的快速技术创新进一步加速了这些变化。我们目睹的最显著的技术变革之一是智能仓储概念的日益普及。尽管智能仓储可能代表了仓储未来的一股浪潮,但已发表的文献很少记录其基本原则、具体应用目标以及对供应链绩效的潜在影响。本研究旨在确定数字仓储革命的关键驱动因素,并描述仓储自动化的重要价值主张。方法:为了帮助公司成功开发智能仓库作为供应链环节的组成部分,我概念化了一个理想的智能仓储系统,设计了它的基本架构,提出了监控智能仓库发展进程的具体里程碑,然后,确定了在当今多变的仓储环境中充分利用智能仓库的关键成功因素。本文采用定性内容分析的方法,对智能仓储的发展进行概念化,建立智能仓储的框架。结果:在知识经济时代,智能仓库将带来许多管理效益,包括仓储成本效率、劳动生产率和敏捷性。结论:本文将帮助企业加快数字化转型,提高企业在疫情后产业革命中的竞争力。
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引用次数: 5
Multiple Linear Regression Analysis of Canada’s Freight Transportation Framework 加拿大货运框架的多元线性回归分析
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-05-15 DOI: 10.3390/logistics7020029
Jamileh Yousefi, Sahand Ashtab, Amirali Yasaei, Allu George, Ali Mukarram, Satinderpal Singh Sandhu
Background: Finding trends in freight transportation activities enables businesses and policy makers to build an understanding of freight transportation patterns and their impact on logistics planning when making investments in a region’s transportation infrastructure and intermodal freight transport system. To the best of our knowledge, there is limited literature and data-driven analysis about trends in transportation mode choices and the influencing factors in Atlantic Canada. Methods: In this study, a data-driven method has been used to analyze the Canadian Freight dataset to identify trends in transportation activities within Maritime, Canada. Freight transportation mode, product categories, distance, number/weight of shipments, and revenue were examined. Results: The results revealed that the top five product categories exported from Atlantic provinces to the rest of Canada, the US, and Mexico are miscellaneous items, food products, forest products, minerals, and other manufactured goods, where Truck for Hire is the most deployed mode of transportation. A multiple linear regression analysis indicated that the weight, distance, and number of shipments are positively and rather strongly correlated with revenue generation. Conclusions: This study provides a unique overview of Canadian Freight Analysis Framework (CFAF) data with a focus on maritime activities.
背景:在对一个地区的运输基础设施和多式联运系统进行投资时,发现货运活动的趋势使企业和政策制定者能够了解货运模式及其对物流规划的影响。据我们所知,关于加拿大大西洋地区交通方式选择的趋势和影响因素的文献和数据驱动分析有限。方法:在本研究中,使用数据驱动的方法分析加拿大货运数据集,以确定加拿大海事公司运输活动的趋势。考察了货运方式、产品类别、距离、货运数量/重量和收入。结果:结果显示,从大西洋省份出口到加拿大、美国和墨西哥其他地区的前五大产品类别是杂项、食品、森林产品、矿产和其他制成品,其中出租卡车是最常用的运输方式。多元线性回归分析表明,重量、距离和发货数量与收入产生正相关,且相关性相当强。结论:本研究提供了加拿大货运分析框架(CFAF)数据的独特概述,重点是海事活动。
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引用次数: 1
Cold Ironing: Socio-Economic Analysis in the Port of Genoa 冷熨烫:热那亚港的社会经济分析
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-05-10 DOI: 10.3390/logistics7020028
M. Canepa, F. Ballini, D. Dalaklis, G. Frugone, Davide Sciutto
Background: The emissions of ships in ports are increasingly becoming an issue, and particularly those of NOx, SOx, and PM, rather than CO2. One realistic solution for reducing GHG emissions is cold ironing technology. This paper highlights the socio-economic impact of increasing utilization of cold ironing in the port of Genoa, quantifying the achievable emissions reductions and estimating the effects over a defined time horizon. Methods: This research employs an interdisciplinary approach and uses quantitative data with a bottom-up approach for data collection. For the quantification of health costs, reference was made to the CAFE program, which defines a calculation method to estimate the external costs generated by polluting agents such as NH3, NOx, SO2, VOCs, and PM2.5. Results: Analysis of results shows the significant importance of relying on cold ironing and the importance of renewable port generation. Health cost savings using cold ironing and a different mix of generations are calculated, and these results strongly signal the importance of cold ironing. Conclusions: Cold ironing is indeed an effective anti-pollution measure. Its use to reduce polluting emissions is to be strongly recommended. Investments are cost-effective versus health costs and are sustainable by all parties.
背景:港口船舶的排放越来越成为一个问题,尤其是NOx、SOx和PM的排放,而不是CO2的排放。减少温室气体排放的一个现实解决方案是冷熨技术。本文强调了热那亚港日益使用冷熨的社会经济影响,量化了可实现的减排量,并估计了在特定时间范围内的影响。方法:本研究采用跨学科的方法,采用自下而上的方法收集定量数据。对于健康成本的量化,参考了CAFE计划,该计划定义了一种计算方法来估计NH3、NOx、SO2、VOCs和PM2.5等污染源产生的外部成本。结果:对结果的分析表明了依靠冷熨的重要性和可再生港口发电的重要性。计算了使用冷熨和不同世代组合的健康成本节约,这些结果有力地表明了冷熨的重要性。结论:冷烫确实是一种有效的防污染措施。强烈建议使用它来减少污染排放。与健康成本相比,投资具有成本效益,而且各方都可以持续。
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引用次数: 3
Logistics and Supply Chain Resilience of Japanese Companies: Perspectives from Impacts of the COVID-19 Pandemic 日本企业的物流和供应链弹性:基于新冠肺炎疫情影响的视角
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-05-04 DOI: 10.3390/logistics7020027
R. Maharjan, H. Kato
Background: Enhancing the resilience of global supply chains has become of increasing priority in response to recent natural disasters and the COVID-19 pandemic. Methods: This paper presents findings from semi-structured interviews with five Japanese companies conducted between November 2020 and February 2021 to examine the impacts of the COVID-19 pandemic on different aspects of logistics and supply chain activities and resilience strategies implemented. The interviews focused on firms’ financial performance and the status of preparedness, response, and future plans from the perspective of logistics and supply chain resilience. Through interviews, we also investigated whether existing logistics and supply chain resilience strategies helped the companies avoid, withstand, respond to, or recover from the pandemic’s impacts. Results: The results indicated that the interviewed companies experienced both positive and negative impacts from the pandemic on their logistics and supply chain activities and experienced negative impacts mainly on their financial performance. Conclusions: A certain level of preparedness was observed; however, the levels of resilience preparedness, response, and future plans varied among companies with different attributes, such as industry type and organisation size.
背景:在应对最近的自然灾害和新冠肺炎大流行时,加强全球供应链的抵御能力已成为越来越优先的事项。方法:本文介绍了在2020年11月至2021年2月期间对五家日本公司进行的半结构化采访的结果,以研究新冠肺炎疫情对物流和供应链活动的不同方面以及实施的恢复力战略的影响。采访从物流和供应链弹性的角度重点关注企业的财务业绩以及准备、应对和未来计划的状况。通过采访,我们还调查了现有的物流和供应链弹性战略是否有助于公司避免、抵御、应对或从疫情的影响中恢复。结果:结果表明,受访公司的物流和供应链活动受到了疫情的积极和消极影响,主要是财务业绩受到了负面影响。结论:观察到了一定程度的准备;然而,具有不同属性(如行业类型和组织规模)的公司在应变准备、应对和未来计划方面的水平各不相同。
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引用次数: 3
ChatGPT in Supply Chains: Initial Evidence of Applications and Potential Research Agenda 供应链中的ChatGPT:应用的初步证据和潜在的研究议程
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-19 DOI: 10.3390/logistics7020026
G. Frederico
Background: ChatGPT has been largely discussed since it was launched in November 2022. Problem statement: the main approaches of ChatGPT in the recent and scarce literature are more focused on the impacts for general use, applied sciences and educational systems, which evidences a relevant gap for the management field, especially related to the supply chain area. Objectives: as a novel and initial contribution, this article aims to provide a viewpoint with the main applications and other issues regarding ChatGPT in supply chains, based on the initial discovered evidence. Methods: This viewpoint article is grounded on the few articles available in specialized magazines, blogs and company websites that approach potential applications and other issues of ChatGPT in supply chains, as a systematic literature review was not possible due to the absence of papers approaching the subject in the research databases. Contributions: this article contributes to the practitioners involved in supply chain activities who desire to have an initial and structured content related to the impacts and applications of ChatGPT on supply chains. It also seeks to encourage researchers on further research deployments in this field by presenting potential research agenda topics. Results: first evidence based on quality results from the analyzed content showed that, although it may take time until this technology evolves to a desirable level of maturity, it may be applied in different areas of supply chain management (e.g., route optimization, predictive maintenance, order shipment, customer and supplier relationships, data analysis, ordering process, automating invoices, reducing waste, workforce training and guidance, amongst others), with a potential generation of significant benefits such as cost reductions and the improvement of supply chain performance.
背景:自2022年11月推出以来,ChatGPT已被广泛讨论。问题陈述:在最近和稀缺的文献中,ChatGPT的主要方法更多地关注对通用、应用科学和教育系统的影响,这证明了管理领域存在相关差距,尤其是与供应链领域相关的差距。目的:作为一项新颖的初步贡献,本文旨在根据最初发现的证据,就ChatGPT在供应链中的主要应用和其他问题提供一个观点。方法:这篇观点文章基于专业杂志、博客和公司网站上为数不多的文章,这些文章涉及ChatGPT在供应链中的潜在应用和其他问题,因为由于研究数据库中缺乏涉及该主题的论文,因此无法进行系统的文献综述。贡献:本文为参与供应链活动的从业者做出了贡献,他们希望获得与ChatGPT对供应链的影响和应用相关的初步和结构化内容。它还试图通过提出潜在的研究议程主题来鼓励研究人员在该领域进行进一步的研究部署。结果:基于分析内容的质量结果的第一个证据表明,尽管这项技术发展到理想的成熟度可能需要时间,它可以应用于供应链管理的不同领域(例如,路线优化、预测性维护、订单装运、客户和供应商关系、数据分析、订购流程、发票自动化、减少浪费、员工培训和指导等),具有潜在的显著效益,例如降低成本和改善供应链性能。
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引用次数: 14
Digital Platforms and Supply Chain Traceability for Robust Information and Effective Inventory Management: The Mediating Role of Transparency 数字平台和供应链可追溯性对可靠信息和有效库存管理:透明度的中介作用
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-19 DOI: 10.3390/logistics7020025
Muhammad Khan, Amal Nasser Alshahrani, Julija Jacquemod
Background: This article’s main goal is to examine how digital platforms and supply chain traceability (SCT) might contribute to robust information and efficient inventory management (EIM); Methods: SmartPLS3 software was used in conjunction with the partial least squares structural equation modeling (PSL-SEM) technique. Using the snowball sampling method, the software was used to collect data from Pakistani supply chain (SC) specialists; Results: According to this study’s conclusions, robust information and inventory management using digital platforms and SC traceability depend greatly on transparency; Conclusions: Even though investing in digital platforms is a complex process including multiple internal and external parties, this study will be helpful for the decision-makers who make such decisions. The paper identifies research gaps and presents the potential for more research while also increasing awareness of digital platforms, traceability, and transparency in the SC system. There is a shortage of empirical evidence on how digital platforms and SCT lead to robust information and EIM through the mediation association of transparency, notwithstanding the abundance of research conducted on SCT and transparency.
背景:本文的主要目标是研究数字平台和供应链可追溯性(SCT)如何有助于稳健的信息和有效的库存管理(EIM);方法:采用SmartPLS3软件结合偏最小二乘结构方程建模(PSL-SEM)技术。采用滚雪球抽样法,该软件用于收集巴基斯坦供应链(SC)专家的数据;结果:根据本研究的结论,使用数字平台和供应链可追溯性的稳健信息和库存管理在很大程度上取决于透明度;结论:尽管投资数字平台是一个复杂的过程,包括内部和外部多方,但本研究将有助于决策者做出此类决策。本文确定了研究差距,并提出了进行更多研究的潜力,同时也提高了对SC系统中数字平台、可追溯性和透明度的认识。尽管对SCT和透明度进行了大量研究,但关于数字平台和SCT如何通过透明度的中介关联导致稳健的信息和EIM的经验证据仍然不足。
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引用次数: 0
Applications of Industry 4.0 Technologies in Warehouse Management: A Systematic Literature Review 工业4.0技术在仓库管理中的应用:系统文献综述
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-13 DOI: 10.3390/logistics7020024
Lihle N. Tikwayo, T. Mathaba
Background: Recent literature indicates that warehouse management costs account for a significant portion of overall logistics costs in companies. Warehousing requires the classification, controlling and management of inventory as well as processing of related information. Therefore, adopting efficient and reasonable warehouse management measures to achieve effective management and control of materials is a key means to flexibly adjusting the supply and demand of storage materials and reduce operating costs. There remains a gap in the understanding of benefits and barriers to the full adoption of Industry 4.0 technologies and decision support systems (DSSs) in warehouse management. Methods: This work applies a systematic literature review methodology of recent implementation case studies to analyze documented barriers and benefits of Industry 4.0 technology adoption in warehouse management. For analysis, benefits and barriers are ranked in order of importance using Pareto analysis based on their frequency of occurrence. Results: Improved process efficiency, the availability of real-time data, added competitive advantage and the ability to integrate business activities digitally are the top four most important benefits of implementing Industry 4.0 technologies and decision support systems in warehouse management. The prominent barriers to implementation are high life cycle cost, challenging physical environment/layout, inadequate supporting resource constraints, increased security risk and high energy consumption. Conclusions: Barriers to implementing Industry 4.0 technologies are interrelated in nature and prevent businesses from realizing the full benefit of implemented Industry 4.0 technologies. Adequate financial support, new knowledge and skills are required to be able to ensure the successful implementation of Industry 4.0 in warehousing management.
背景:最近的文献表明,仓库管理成本占公司整体物流成本的很大一部分。仓储需要对库存进行分类、控制和管理,并对相关信息进行处理。因此,采取高效合理的仓储管理措施,实现对物料的有效管理和控制,是灵活调整仓储物料供需,降低运营成本的关键手段。在仓库管理中全面采用工业4.0技术和决策支持系统(DSSs)的好处和障碍的理解上仍然存在差距。方法:本工作采用系统的文献综述方法,对最近的实施案例研究进行分析,以分析在仓库管理中采用工业4.0技术的障碍和好处。为了进行分析,使用基于其发生频率的帕累托分析,将利益和障碍按重要性排序。结果:流程效率的提高、实时数据的可用性、竞争优势的增加以及数字化整合业务活动的能力是在仓库管理中实施工业4.0技术和决策支持系统的四大最重要的好处。实施的突出障碍是高生命周期成本、具有挑战性的物理环境/布局、支持资源约束不足、安全风险增加和高能耗。结论:实施工业4.0技术的障碍本质上是相互关联的,并且阻碍企业实现实施工业4.0技术的全部效益。为了确保工业4.0在仓储管理中的成功实施,需要足够的资金支持、新的知识和技能。
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引用次数: 4
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