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2022 IEEE Future Networks World Forum (FNWF)最新文献

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Machine learning for localization in LoRaWAN: a case study with data augmentation LoRaWAN中用于定位的机器学习:数据增强的案例研究
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00081
Luz E. Marquez, Maria Calle
The growth of Internet of Things applications such as smart cities, leads to an increase in the number of connected objects. In some cases, a requirement of such applications is the location of devices for monitoring and management. This paper develops a methodology for the location of different nodes based on the signal levels received in a LoRaWAN network. The goal is to detect changes in node positions of at least 100 m with a limited amount of data. The procedure involves data analysis, preprocessing, and evaluation of different machine learning algorithms to locate the nodes. Due to the large data volume requirements for the selected algorithms, the work includes the application of a simple-to-implement data augmentation technique. As a result, the best performing algorithm was K Nearest Neighbors with an average error of 12 m.
智能城市等物联网应用的增长导致连接对象数量的增加。在某些情况下,此类应用程序的要求是监视和管理设备的位置。本文提出了一种基于LoRaWAN网络中接收到的信号电平来定位不同节点的方法。目标是用有限的数据量检测至少100米的节点位置变化。这个过程包括数据分析、预处理和评估不同的机器学习算法来定位节点。由于所选算法需要大量数据,因此工作包括应用一种易于实现的数据增强技术。结果表明,最优算法为K近邻算法,平均误差为12 m。
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引用次数: 0
Outdoor-to-Indoor Performance Analysis of a Commercial Deployment of 5G mmWave 5G毫米波商用部署的室内外性能分析
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00097
M. I. Rochman, V. Sathya, M. Ghosh
While millimeter wave (mmWave) channel modeling and propagation studies using channel sounders have been carried out for many years, the performance of commercially deployed 5G mmWave cellular networks has only recently begun to be thoroughly evaluated, mostly in outdoor environments. A recent measurement study [1] predicted outdoor-to-indoor (OtI) mmWave downlink throughputs of 500 Mbps - 2.5 Gbps based on measurements using channel sounders, not with measurements on deployed networks and consumer devices. In this paper, we report the first detailed OtI measurements of commercially deployed 5G mmWave using consumer handsets in a location in Chicago where a Verizon 5G mmWave base-station (BS) is deployed across the street about 25m from an university dormitory. Our detailed indoor measurements of uplink (UL) and downlink (DL) throughput and latency contradict the results in [1] and demonstrate that OtI 5G mmWave reception is extremely variable: maximum DL throughput of about 1.8 Gbps is obtained only in a very small number of locations where the user equipment (UE) is line-of-sight (LoS) to the BS through an open window. In general, the 5G mmWave connection performed better than low-band 5G in terms of DL throughput. However for UL throughput and latency, the UE performed better when connected to low-band 5G under non-LoS (NLoS) conditions compared to 5G mmWave. Furthermore, when the windows are shut, i.e., there is no Verizon 5G mmWave reception indoors, we observed better OtI DL throughput from mid-band 5G deployed by T-Mobile compared to Verizon 5G NR in the low band. Thus on overall, there is only an extremely small advantage in performance from OtI 5G mmWave reception compared to low and mid-band 5G.
虽然使用信道探测仪进行毫米波(mmWave)信道建模和传播研究已经进行了多年,但商业部署的5G毫米波蜂窝网络的性能直到最近才开始进行全面评估,主要是在室外环境中。最近的一项测量研究[1]预测室外到室内(OtI)毫米波下行吞吐量为500 Mbps - 2.5 Gbps,基于使用信道测深仪的测量,而不是在部署的网络和消费设备上进行测量。在本文中,我们报告了在芝加哥的一个地方使用消费者手机对商用部署的5G毫米波进行的首次详细的OtI测量,该地点的Verizon 5G毫米波基站(BS)部署在距离大学宿舍约25米的街对面。我们对上行链路(UL)和下行链路(DL)吞吐量和延迟的详细室内测量结果与[1]中的结果相矛盾,并表明OtI 5G毫米波接收非常可变:仅在极少数位置获得约1.8 Gbps的最大DL吞吐量,其中用户设备(UE)通过打开的窗口与BS处于视线(LoS)之间。一般来说,5G毫米波连接在DL吞吐量方面优于低频段5G。然而,对于UL吞吐量和延迟,与5G毫米波相比,在非los (NLoS)条件下连接低频段5G时,UE的性能更好。此外,当窗户关闭时,即室内没有Verizon 5G毫米波接收,我们观察到T-Mobile部署的中频段5G的OtI DL吞吐量优于低频段的Verizon 5G NR。因此,总体而言,与低频段和中频段5G相比,OtI 5G毫米波接收在性能上只有极小的优势。
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引用次数: 0
A Framework for QoS- Enabled Semantic Routing in Industrial Networks: Overall Architecture and Primary Protocols 工业网络中支持QoS的语义路由框架:总体架构和主要协议
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00019
P. Bellavista, Mattia Fogli, L. Foschini, Carlo Giannelli, Lorenzo Patera, C. Stefanelli
The manufacturing sector represents a notable use case of the Industry 4.0 revolution, heavily stressing the capability of plants to ensure the desired QoS. Currently, manufacturing plants are characterized by an increasing amount of non-mission-critical traffic, in addition to traditional mission-critical safety-related traffic, which is negligible in comparison. Since computing and networking capabilities are no longer as abundant as in the past, there is the need to properly manage available resources. To ensure challenging QoS requirements, we propose a novel protocol suite specifically designed for our QoS-enabled semantic routing framework. Such a framework adopts an architecture that fits the characteristics of modern manufacturing environments and exploits an overlay networking solution providing a semantic routing substrate that operates both at the application and network layers.
制造业代表了工业4.0革命的一个显著用例,强调工厂确保所需QoS的能力。目前,制造工厂的特点是,除了传统的关键任务安全相关流量之外,非关键任务流量的数量也在不断增加,相比之下,这些流量可以忽略不计。由于计算和网络功能不再像过去那样丰富,因此需要正确管理可用资源。为了确保具有挑战性的QoS要求,我们提出了一个新的协议套件,专门为我们的支持QoS的语义路由框架设计。这种框架采用符合现代制造环境特征的体系结构,并利用覆盖网络解决方案,提供在应用程序层和网络层同时运行的语义路由基板。
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引用次数: 0
Future 5G network implementation and open testbeds deployment for real 5G experiments 未来5G网络实施和开放试验台部署,实现真正的5G实验
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00069
Marius Iordache, Oana Badita, Bogdan Rusti, A. Bonea, G. Suciu, E. Giannopoulou, G. Landi, Nina Slamnik-Kriještorac
5G Stand Alone (SA) networks are in the process of implementation, as the today's progress of the main business services to migrate to the 5G new services communication (enhanced Mobile Broadband - eMBB, Ultra Reliable Low Latency Communications - URLLC, massive Machine Type Communications - mMTC) is estimated to slowly increase. There have been identified some key aspects responsible for the novel 5G communication adoption process, such as the complexity of the services deployment and the clear understanding of the huge potential of the technology that can further support the 5G vertical's stakeholders. This paper is representing the work of the EU funded project VITAL-5G in deploying 5G Stand Alone 3GPP Rel.16 testbeds, with enhanced network and services capabilities and 5G resources available to be offered to industries vertical's customers. The 5G solution of the testbed design is covering several aspects of the future 5G network implementation, such as services management and orchestration, automation of resources allocation, 5G network slicing (Radio Access Network, Core and Transport) and user traffic prioritization according to the service slice needs, eMBB and URLLC. An important aspect is the availability of the entire 5G ecosystem to be offered to the 5G developers and 3 rd parties for advanced and extensive trials such as Innovative Network Application (N etApps) implementations. By abstracting the complexity of underlying 5G infrastructure, reducing the time of service creation and deployment and optimizing the 5G resource usage, N etApps is a key enabler of 5G adoption.
5G独立(SA)网络正在实施过程中,随着当今主要业务业务向5G新业务通信(增强型移动宽带- eMBB,超可靠低延迟通信- URLLC,大规模机器类型通信- mMTC)迁移的进度预计将缓慢增加。已经确定了一些负责新型5G通信采用过程的关键方面,例如服务部署的复杂性以及对该技术的巨大潜力的清晰理解,这些潜力可以进一步支持5G垂直行业的利益相关者。本文代表了欧盟资助项目VITAL-5G在部署5G独立3GPP Rel.16测试平台方面的工作,该测试平台具有增强的网络和服务能力以及5G资源,可提供给垂直行业的客户。测试平台设计的5G解决方案涵盖了未来5G网络实现的几个方面,如业务管理和编排、资源分配自动化、5G网络切片(无线接入网、核心网和传输网)和根据业务切片需求的用户流量优先级、eMBB和URLLC。一个重要的方面是,整个5G生态系统的可用性将提供给5G开发商和第三方,以进行先进和广泛的试验,如创新网络应用(N etApps)实施。通过抽象底层5G基础设施的复杂性,减少服务创建和部署的时间,优化5G资源的使用,N etApps是5G采用的关键推动者。
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引用次数: 0
An Open Unified Addressing System for 6G Communication Networks 面向6G通信网络的开放式统一寻址系统
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00034
Guanwen Li, D. Lou, A. Galis, Jinze Yang, Chuang Wang, Sheng Jiang, Zhe Chen, Xing Tong
With the rapid and continuous development of the Internet, it is foreseeable that current addressing schemes and fixed-length IP addresses would create further bottlenecks and limitations in realizing future 6G networking requirements, such as massive connections, resource-constrained communication, and heterogeneous hyper interconnections and guaranteeing agreement-based services and KPIs. Moreover, the locator-based addressing semantic is unsuitable for mobile and content-oriented networks. Thus, this paper proposes the Open Unified Addressing (OUA) system, a novel, flexible, multi-semantic and hierarchical addressing architecture that better supports the flexibility and extensibility of the Internet protocol framework in the context of 6G Communications. The OUA addresses several limitations in the current IP protocol and improves communication efficiency. According to the evaluation with two typical forwarding models, the results show that the OUA system has almost no impact on forwarding delay. Moreover, it can provide scalable addressing spaces and shorten the route convergence time.
随着互联网的快速、持续发展,可以预见,当前的寻址方案和固定长度IP地址在实现海量连接、资源约束通信、异构超互联、保证基于协议的业务和kpi等未来6G组网需求方面,将会产生进一步的瓶颈和限制。此外,基于定位器的寻址语义不适合移动网络和面向内容的网络。因此,本文提出了开放统一寻址(OUA)系统,这是一种新颖、灵活、多语义和分层的寻址体系结构,可以更好地支持6G通信环境下互联网协议框架的灵活性和可扩展性。OUA解决了当前IP协议的一些限制,提高了通信效率。通过对两种典型转发模型的评价,结果表明,OUA系统对转发延迟几乎没有影响。此外,它还可以提供可扩展的寻址空间,缩短路由收敛时间。
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引用次数: 0
OpenAirInterface as a platform for 5G-NTN Research and Experimentation OpenAirInterface作为5G-NTN研究和实验平台
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00094
Sumit Kumar, Ashish Meshram, A. Astro, J. Querol, T. Schlichter, G. Casati, T. Heyn, F. Völk, R. Schwarz, A. Knopp, Paulo Marques, Luis Pereira, R. Magueta, A. Kapovits, F. Kaltenberger
Technical advancements and experimental works for the integration of 5G and Non-Terrestrial Networks (NTN) have gained significant traction over the past few years. NTN components have been officially included in the 5G ecosystem by 3GPP in the latest Release-17. 5G-NTN research is ongoing and it is desirable to have a platform that facilitates quick prototyping of the proof-of-concept methods. OpenAirInterface(OAI) is an open-source experimental yet 3GPP standard-compliant Software Defined Radio (SDR) based protocol stack that has been widely known for implementing 4G/5G technologies. Due to its proven capabilities and flexibility, OAI is currently in the developmental process of integrating adaptations for the 5G-NTN. In this work, we discuss the peculiar features of OAI which are shaping it towards becoming a preferred tool for research and experimentation related to 5G-NTN. We provide details of completed/ongoing 5G-NTN projects leveraging OAI to achieve their objectives. In particular, we discuss 5G-GOA and 5G-LEO where critical adaptations in OAI are being done to support 5G-NTN use-cases. Such adaptations enable direct-access between UE and gNB via transparent payload Geostationary (5G-GOA) and Non-geostationary satellites (5G-LEO). Both projects have closely followed 3GPP discussions over 5G-NTN and the adaptations are compliant with the currently frozen 3GPP Release-17. OAI adaptations from both projects will be merged into the main development branch of OAI. We also provide a future roadmap of OAI towards 5G-NTN development. We believe that the pioneering steps taken in the course of the aforementioned projects will establish OAI as a preferred tool for 5G-NTN research and experimentations.
过去几年,5G与非地面网络(NTN)融合的技术进步和实验工作取得了显著进展。在最新的Release-17中,NTN组件已被3GPP正式纳入5G生态系统。5G-NTN研究正在进行中,希望有一个平台可以促进概念验证方法的快速原型设计。OpenAirInterface(OAI)是一种开源实验,但符合3GPP标准的基于软件定义无线电(SDR)的协议栈,已广泛用于实现4G/5G技术。由于其成熟的能力和灵活性,OAI目前正处于整合5G-NTN适应的开发过程中。在这项工作中,我们讨论了OAI的独特功能,这些功能正在使其成为与5G-NTN相关的研究和实验的首选工具。我们提供利用OAI实现其目标的已完成/正在进行的5G-NTN项目的详细信息。我们特别讨论了5G-GOA和5G-LEO,其中OAI中的关键调整正在进行,以支持5G-NTN用例。这种适应性使得通过透明有效载荷地球静止卫星(5G-GOA)和非地球静止卫星(5G-LEO)在UE和gNB之间实现直接访问。这两个项目都密切关注3GPP关于5G-NTN的讨论,并且适配符合目前冻结的3GPP Release-17。来自两个项目的OAI改编将被合并到OAI的主要开发分支中。我们还提供了面向5G-NTN发展的OAI未来路线图。我们相信,在上述项目过程中采取的开创性步骤将使OAI成为5G-NTN研究和实验的首选工具。
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引用次数: 4
Building 5G Fingerprint Datasets for Accurate Indoor Positioning 构建5G指纹数据集,实现准确的室内定位
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00043
Huan-Ting Lin, Hakimeh Purmehdi, Yuxin Zhao, W. Peng
The fifth generation (5G) of mobile communication technology has developed rapidly in recent years. Millimeter wave (mmWave) communication, multi-input-multi-output (MIMO) techniques and beamforming technologies are widely considered for the 5G communication systems. The deployment of 5G networks in most countries is still sparse and real-world 5G signal acquisition is yet difficult and expensive. Therefore, simulation of the 5G environment and signal becomes a critical and vital approach for the research and development in various aspects of 5G wireless networks. The challenge is even more serious in the research of this domain where access to reliable datasets or regenerating simulated data to develop or improve solutions are sometimes extremely difficult processes or impossible. In this paper, we address this gap in the literature by developing a simulator for a 5G environment which considers the design of any urban area and generates beamformed MIMO air interface signals. This simulator is a key step to generate near-realistic data samples (i.e., dataset) which can be further used for various research topics on the 5G. As an example, we use this simulated data for the training of the machine learning models for an indoor positioning use-case scenario. The deterministic three-dimensional raytracing techniques are used to build the simulation model via a commercial software Wireless Insite. This paper describes the structure of the simulator, explains the details of generating and collecting the data samples, and interprets the obtained datasets for indoor localization, as a use-case example. The main goal here is to provide sufficient information and resources to regenerate this dataset for future research works on similar topics.
第五代(5G)移动通信技术近年来发展迅速。毫米波(mmWave)通信、多输入多输出(MIMO)技术和波束成形技术是5G通信系统中被广泛考虑的技术。5G网络在大多数国家的部署仍然稀少,真实世界的5G信号采集仍然困难且昂贵。因此,5G环境和信号的仿真成为5G无线网络各方面研究和开发的关键和重要途径。在这一领域的研究中,挑战更加严重,因为获取可靠的数据集或再生模拟数据以开发或改进解决方案有时是极其困难的过程或不可能的。在本文中,我们通过开发5G环境模拟器来解决文献中的这一空白,该模拟器考虑了任何城市区域的设计并产生波束形成的MIMO空中接口信号。该模拟器是生成接近真实的数据样本(即数据集)的关键步骤,可以进一步用于5G的各种研究课题。作为一个例子,我们将这些模拟数据用于室内定位用例场景的机器学习模型的训练。采用确定性三维光线追踪技术,通过商业软件Wireless Insite建立仿真模型。本文描述了模拟器的结构,解释了生成和收集数据样本的细节,并将获得的数据集解释为室内定位,作为用例。这里的主要目标是为类似主题的未来研究工作提供足够的信息和资源来重新生成该数据集。
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引用次数: 0
Trust-enhanced blockchain-enabled framework for secure and privacy-preserving data sharing systems 信任增强的区块链框架,用于安全和保护隐私的数据共享系统
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00125
Arian Fotouhi, S. Okegbile, Jun Cai
As the era of big data continues to evolve, the importance of effective data management and sharing frameworks continues to emerge. While data sharing can play a crucial role in the big data evolution, privacy and security concerns are among the confronting challenges. With the advent of blockchain, many health and financial entities continue to attract blockchain technology due to its tamper-proof and decentralized framework. In this paper, we propose a secure and privacy-preserving data sharing framework by introducing a trust-enhanced proof of authority consensus scheme with the ability to take into consideration users' trust and protection factors. We then provide an implementation of the proposed scheme to demonstrate its ability to ensure safe data sharing process. We showed that the proposed trust-enhanced proof of authority consensus-enabled data sharing framework can facilitate effective data sharing processes among multiple data owners and data requesters in real practical implementations.
随着大数据时代的不断发展,有效的数据管理和共享框架的重要性不断显现。虽然数据共享可以在大数据发展中发挥关键作用,但隐私和安全问题是面临的挑战之一。随着区块链的出现,许多健康和金融实体继续吸引区块链技术,因为它具有防篡改和去中心化的框架。在本文中,我们通过引入一个考虑用户信任和保护因素的信任增强的权威证明共识方案,提出了一个安全且保护隐私的数据共享框架。然后,我们提供了所提出方案的实现,以证明其确保安全数据共享过程的能力。我们表明,所提出的基于信任增强的权威证明共识的数据共享框架可以在实际实现中促进多个数据所有者和数据请求者之间有效的数据共享过程。
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引用次数: 0
RIPPLE: Loop-Free Multi-Path Routing with Minimum Blocking during Convergence RIPPLE:收敛过程中最小阻塞的无环多径路由
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00112
J. Garcia-Luna-Aceves
The Routing Information Protocol with Probing for Looplessness and Efficiency (RIPPLE) is introduced for loop-free multi-path routing. Each router maintains the distance and the hop-count (called the hop-count reference) along its preferred path to each destination. Routers are allowed to select neighbors as next hops to destinations as long as they satisfy an ordering condition based on the values of hop-count references. If needed, routers use probes to find valid routes provided by routers with the same hop-count references as those stated in probes. RIPPLE is shown to be loop-free, which allows it to converge to shortest paths within a finite time even when nodes fail or the network partitions. RIPPLE is also shown to be near-optimal in terms of the time routers take to attain new loop-free routes to destinations.
针对无环多径路由,提出了一种具有无环探测和效率的路由信息协议(RIPPLE)。每台路由器都保持到每个目的地的首选路径上的距离和跳数(称为跳数引用)。路由器只要满足基于hop-count引用值的排序条件,就可以选择邻居作为目的地的下一跳。如果需要,路由器会使用探测来查找与探测中所述跳数引用相同的路由器所提供的有效路由。RIPPLE被证明是无环路的,这使得它可以在有限的时间内收敛到最短的路径,即使节点故障或网络分区。在路由器获得新的无环路路由到目的地的时间方面,RIPPLE也被证明是接近最优的。
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引用次数: 0
5G for CAM cross-border corridor deployment studies 5G用于CAM跨境走廊部署研究
Pub Date : 2022-10-01 DOI: 10.1109/FNWF55208.2022.00011
Edwin Fischer, Outmane Laaroussi, O. Segou, J. Monserrat, D. García-Roger, Roman Antun Saakel, Timothe Scheich
The three Horizon 2020 ICT -18 projects 5G- CARMEN, 5GCroCo, and 5G-MOBIX conducted deployment studies on 5G for Connected and Automated Mobility (CAM) on European road transportation cross-border corridors based upon upon their target cross-border corridors. These cross- border corridors represent a broad sample of road arteria of the Trans-European Transport Network (TEN-T) with very different geographic characteristics, representative of a wide range of 5G for CAM deployments in Europe and even beyond. The deployment studies share technical commonalities like 5G New Radio deployment in the low band and mid-band spectrum but take into consideration distinct assumptions, e.g., penetration and load for radio planning and deployment. Dimensioning for evolving capacity requirements is applied based on 5G for CAM use cases including non-CAM background traffic. The deployment of Mobile Edge Computing (MEC) is considered for CAM in all three studies, partly with different deployment options. The studies include a range of cost indications for 5G deployment and partially discuss the economic viability of 5G deployment on road corridors based on commercial assumptions, and, in economically challenging corridor sections, even with potential support of public co- financing schemes. Complementing these three studies, a metastudy has been produced, providing a comparative analysis plus a gap analysis identifying additional elements for further study to foster cross-border deployment of 5G for CAM. Elements and findings of these deployment studies can be used in ongoing research and innovation projects, but also in future deployment studies and real deployment activities related to 5G for CAM, namely in the context of the Connecting Europe Facility (CEF2)-Digital 5G corridor initiative.
三个地平线2020 ICT -18项目5G- CARMEN、5G croco和5G- mobix根据其目标跨境走廊,在欧洲公路运输跨境走廊上进行了5G互联和自动移动(CAM)部署研究。这些跨境走廊代表了跨欧洲运输网络(TEN-T)道路动脉的广泛样本,具有非常不同的地理特征,代表了欧洲甚至其他地区用于CAM部署的广泛5G。部署研究具有技术共性,如5G新无线电在低频段和中频频谱中的部署,但考虑到不同的假设,例如无线电规划和部署的渗透和负载。基于5G的CAM用例(包括非CAM背景流量)应用了不断变化的容量需求维度。在所有三项研究中,都考虑了移动边缘计算(MEC)的部署,部分部署选项不同。这些研究包括5G部署的一系列成本指标,并根据商业假设部分讨论了5G在道路走廊上部署的经济可行性,以及在经济上具有挑战性的走廊路段,即使有公共共同融资计划的潜在支持。作为这三项研究的补充,一项亚研究已经完成,提供了一项比较分析和一项差距分析,确定了进一步研究的其他要素,以促进面向CAM的5G跨境部署。这些部署研究的要素和结果可用于正在进行的研究和创新项目,也可用于与5G CAM相关的未来部署研究和实际部署活动,即在连接欧洲设施(CEF2)-数字5G走廊倡议的背景下。
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引用次数: 1
期刊
2022 IEEE Future Networks World Forum (FNWF)
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