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Performance evaluation of Open5GCore over KVM and Docker by using Open5GMTC 利用Open5GMTC对Open5GCore在KVM和Docker上的性能进行评估
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406141
Hung-Cheng Chang, Bo-Jun Qiu, Chen-Hao Chiu, Jyh-cheng Chen, F. Lin, David de la Bastida, B. Lin
Virtualizing the EPC (Evolved Packet Core) in modern carrier-grade networks provides more flexible and reliable network services by decoupling dependence on the hardware. Hy- pervisor and container are two popular virtualization techniques nowadays to enable virtualization of EPC. In this paper, we compared the Open5GCore, a 5G EPC prototype, over KVM and Docker, which are representatives of the hypervisor and container techniques. Moreover, to verify how each supports new services for Internet of Things (IoT) and Machine-to-Machine (M2M) communications, we also analyze the performance of two systems with the IoT and M2M traffic generated by Open5GMTC, a prototype tool for IoT/M2M platforms.
在现代电信级网络中对EPC(演进分组核心)进行虚拟化,通过解耦对硬件的依赖,可以提供更加灵活和可靠的网络服务。Hy- hypervisor和容器是目前流行的两种实现EPC虚拟化的虚拟化技术。在本文中,我们将5G EPC原型Open5GCore与KVM和Docker进行了比较,这是hypervisor和容器技术的代表。此外,为了验证每个系统如何支持物联网(IoT)和机器对机器(M2M)通信的新服务,我们还分析了由Open5GMTC (IoT /M2M平台的原型工具)生成的物联网和M2M流量的两个系统的性能。
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引用次数: 16
Demo: A wrapper for automated measurements with YouTube's native app 演示:YouTube原生应用程序自动测量的包装器
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406127
Frank Loh, Theodoros Karagkioules, Michael Seufert, Bernd Zeidler, D. Tsilimantos, P. Tran-Gia, S. Valentin, Florian Wamser
This demo introduces a wrapper used for automated measurements of mobile video streaming in the Android YouTube app. The difference to traditional measurement techniques is that the measurement is done with the native YouTube app as it is provided in the Google Play Store. In addition to bandwidth or packet loss detection, the QoE of the video stream can be measured and quantified. For this, the amount of quality changes, the current playtime, the buffer level, and statistics like video and audio format are captured. Thus, detailed relationships between network parameters and streaming behavior based on many factors can be detected within the native app available in the Play Store.
本演示介绍了一个用于在Android YouTube应用程序中自动测量移动视频流的包装器。与传统测量技术的不同之处在于,测量是在原生YouTube应用程序中完成的,因为它在Google Play Store中提供。除了带宽或丢包检测外,还可以测量和量化视频流的QoE。为此,将捕获质量变化量、当前播放时间、缓冲级别以及视频和音频格式等统计数据。因此,基于许多因素的网络参数和流媒体行为之间的详细关系可以在Play Store中可用的本机应用中检测到。
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引用次数: 0
A new algorithm of route design against large-scale disasters 针对大规模灾害的路线设计新算法
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406209
Takuma Tsubaki, M. Ishizuka, S. Yasukawa
Due to the 2011 Great East Japan Earthquake, relay cables (physical routes) connecting telephone exchange offices (TEOs) were disconnected and communication between TEOs ceased. Routes compose a ring network using an optical add-drop multiplexer (OADM). Since large-scale earthquakes will likely occur in the future, we must design disaster-resistant routes, which are assumed to be short routes overlapping disaster areas. In addition to this resistance, route designer should also consider ease of accessing manholes, ease of pipelines maintenance, and cost. To do this, the route designer needs to select a route from a huge number of routes between TEOs that pass through a disaster area. Candidate routes, which are a set of routes satisfying the above conditions, all go through the upper, middle, and lower parts of a disaster area. The routes which go through the upper and lower parts of a disaster area become disaster- resistant routes, and the routes which go through the middle part become minimum-cost routes. The route designer needs to eliminate jumping routes, which bypass more than the length of the disaster which we focus on and similar routes, which pass through much of the same pipeline and are not the most disaster- resistant route. To calculate candidate routes, we proposed the algorithm that divides an area into smaller areas (meshes) and uses mesh combinations that are highly likely to contain disaster resistant routes. We report the effectiveness of our algorithm utilizing actual tsunami and liquefaction data.
由于2011年东日本大地震,连接电话交换局(teo)的中继电缆(物理路由)被切断,teo之间的通信中断。路由使用光加丢多路复用器(OADM)组成环形网络。由于未来可能会发生大规模地震,因此必须设计抗灾路线,假设这些路线是重叠在灾区的短路线。除了这种阻力外,路线设计者还应考虑进入人孔的便利性,管道维护的便利性和成本。要做到这一点,路线设计者需要从大量穿越灾区的teo之间的路线中选择一条路线。候选路线是满足上述条件的一组路线,它们都经过灾区的上、中、下三个部分。经过灾区上部和下部的路线成为抗灾路线,经过灾区中部的路线成为最低成本路线。路线设计者需要消除跳跃路线,这种路线绕过的灾难长度超过我们所关注的灾难长度,而类似的路线穿过许多相同的管道,不是最具抗灾性的路线。为了计算候选路由,我们提出了一种算法,该算法将一个区域划分为更小的区域(网格),并使用极有可能包含抗灾路由的网格组合。我们报告了利用实际海啸和液化数据的算法的有效性。
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引用次数: 3
Peer-to-peer secure updates for heterogeneous edge devices 异构边缘设备的点对点安全更新
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406323
Herry Herry, Emily Band, C. Perkins, Jeremy Singer
We consider the problem of securely distributing software updates to large scale clusters of heterogeneous edge compute nodes. Such nodes are needed to support the Internet of Things and low-latency edge compute scenarios, but are difficult to manage and update because they exist at the edge of the network behind NATs and firewalls that limit connectivity, or because they are mobile and have intermittent network access. We present a prototype secure update architecture for these devices that uses the combination of peer-to-peer protocols and automated NAT traversal techniques. This demonstrates that edge devices can be managed in an environment subject to partial or intermittent network connectivity, where there is not necessarily direct access from a management node to the devices being updated.
我们考虑安全分发软件更新到异构边缘计算节点的大规模集群的问题。这些节点需要支持物联网和低延迟边缘计算场景,但由于它们存在于限制连接的nat和防火墙后面的网络边缘,或者因为它们是移动的并且具有间歇性的网络访问,因此难以管理和更新。我们为这些设备提供了一个原型安全更新架构,该架构使用点对点协议和自动NAT遍历技术的组合。这表明可以在具有部分或间歇性网络连接的环境中管理边缘设备,在这种环境中,管理节点不一定直接访问正在更新的设备。
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引用次数: 6
Kathará: A container-based framework for implementing network function virtualization and software defined networks kathar<e:1>:一个基于容器的框架,用于实现网络功能虚拟化和软件定义网络
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406267
Gaetano Bonofiglio, Veronica Iovinella, Gabriele Lospoto, G. Battista
Network Function Virtualization (NFV) and Software-Defined Networking (SDN) are deeply changing the networking field by introducing software at any level, aiming at decoupling the logic from the hardware. Together, they bring several benefits, mostly in terms of scalability and flexibility. Up to now, SDN has been used to support NFV from the routing and the architectural point of view. In this paper we present Kathará, a framework based on con­tainers, that allows network operators to deploy Virtual Network Functions (VNFs) through the adoption of emerging data-plane programmable capabilities, such as P4-compliant switches. It also supports the coexistence of SDN and traditional routing protocols in order to set up arbitrarily complex networks. As a side effect, thanks to Kathará, we demonstrate that implementing NFV by means of specific-purpose equipment is feasible and it provides a gain in performance while preserving the benefits of NFV. We measure the resource consumption of Kathará and we show that it performs better than frameworks that implement virtual networks using virtual machines by several orders of magnitude.
网络功能虚拟化(NFV)和软件定义网络(SDN)通过在任何级别引入软件,旨在将逻辑与硬件解耦,从而深刻地改变了网络领域。它们一起带来了几个好处,主要是在可伸缩性和灵活性方面。到目前为止,从路由和体系结构的角度来看,SDN已经被用来支持NFV。在本文中,我们介绍了kathar,一个基于容器的框架,它允许网络运营商通过采用新兴的数据平面可编程功能(如p4兼容交换机)来部署虚拟网络功能(VNFs)。它还支持SDN和传统路由协议共存,以便建立任意复杂的网络。作为一个副作用,由于kathar,我们证明了通过特定用途的设备实现NFV是可行的,它在保留NFV优势的同时提供了性能增益。我们测量了kathar的资源消耗,并表明它的性能比使用虚拟机实现虚拟网络的框架好几个数量级。
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引用次数: 22
A data model for federated network and security management information exchange in inter-organizational IT service infrastructures 用于在组织间IT服务基础设施中进行联合网络和安全管理信息交换的数据模型
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406162
M. Steinke, Wolfgang Hommel
Operating large-scale IT infrastructures and IT services necessitates the management of the involved devices (e. g., network components and servers) and applications. Recent advances and trends in technology, such as software-defined networking, network function virtualization, and distributed data centers render many established organization-wide management processes and tools almost useless: We argue that they must be significantly re-designed to profoundly address the specifics of the new technologies and operational procedures. In this paper, we present a common data model and inter-domain information exchange procedures for integrated network and security management; it is designed for dynamically instantiated IT services in federated, i. e., inter-organizational scenarios. First, we extend STIX and TAXII to generically support network and security event exchange; then we propose a complementary lightweight data model in favor of efficient data processing and correlation. We discuss our data model's application to four layers of abstraction - from single assets to federated services - along with their management activities and the information required to support them with management tools. An evaluation discusses the feasibility of our concept.
操作大型IT基础设施和IT服务需要管理相关设备(例如,网络组件和服务器)和应用程序。最近的技术进步和趋势,如软件定义网络、网络功能虚拟化和分布式数据中心,使得许多已建立的组织范围内的管理流程和工具几乎毫无用处:我们认为,它们必须进行重大的重新设计,以深刻地解决新技术和操作流程的具体问题。在本文中,我们提出了一种通用的数据模型和域间信息交换过程,用于集成网络和安全管理;它是为联邦(即组织间场景)中的动态实例化it服务而设计的。首先,我们扩展了STIX和TAXII,以通用地支持网络和安全事件交换;然后,我们提出了一个互补的轻量级数据模型,有利于有效的数据处理和关联。我们将讨论数据模型在四个抽象层(从单个资产到联邦服务)中的应用,以及它们的管理活动和使用管理工具支持它们所需的信息。一项评估讨论了我们概念的可行性。
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引用次数: 4
Transfer learning for server behavior classification in small IT environments 小型IT环境中服务器行为分类的迁移学习
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406251
Jasmina Bogojeska, Dorothea Wiesmann
Technology refresh is an important component in data-center management that needs to be properly justified because of its high cost and associated migration risk. The goal of this paper is to support the technology refresh decision process for small target IT environments with a statistical learning method that automatically identifies and ranks their servers with problematic behavior based on incident ticket and server attribute data. Since the IT environments are heterogeneous, in practice, a separate model is trained for each of them. To address the small sample sizes available for many IT environments, we develop a random forest transfer learning solution that leverages information from large IT environments in a selective manner. It trains a model for each target IT environment that uses properly derived resampling weights such that the distribution of the pool of all examples from the large accounts is matched to the target distribution of the small target IT environment. In this way, a tailored predictive model that uses the information available from many large IT environments provides good quality predictions for small IT environments. We demonstrate the superior prediction quality of our model on a large set of real data.
技术更新是数据中心管理中的一个重要组件,由于其高成本和相关的迁移风险,需要对其进行适当的论证。本文的目标是通过统计学习方法支持小型目标IT环境的技术更新决策过程,该方法可以根据事件票证和服务器属性数据自动识别和排列具有问题行为的服务器。由于IT环境是异构的,在实践中,为每个IT环境训练一个单独的模型。为了解决许多IT环境中可用的小样本量,我们开发了一个随机森林迁移学习解决方案,该解决方案以选择性的方式利用来自大型IT环境的信息。它为每个目标It环境训练一个模型,该模型使用适当派生的重采样权重,以便来自大帐户的所有示例池的分布与小目标It环境的目标分布相匹配。通过这种方式,使用来自许多大型IT环境的可用信息的定制预测模型可以为小型IT环境提供高质量的预测。我们在大量的实际数据上证明了我们的模型具有较好的预测质量。
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引用次数: 3
Cost-efficient resource scheduling under QoS constraints for geo-distributed data centers 地理分布式数据中心在QoS约束下的成本效益资源调度
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406272
M. Maswood, Robayet Nasim, A. Kassler, D. Medhi
Geo-distributed Data Centers (DCs) are increasingly common in order to provide scalability for increasing compute demands of modern applications. When multiple geo-distributed DCs serve user requests, it is important to determine which DC and server to select to fulfill the demand at minimum cost, given that enough resources are available in terms of e.g., CPU and bandwidth. This is a complex task since every DC has different operational costs due to e.g. energy, carbon emission, and bandwidth costs. In this paper, we develop a novel mathematical optimization model that guides the decision maker which DC to select, which server to use, and which DC gateway and network path to use to route the user demand in order to satisfy the time varying compute, bandwidth, and latency demands. Our model is based on the concept of virtual networks, which have different requirements in terms of e.g. latency, and we model the queuing delay as a function of the traffic load. Our extensive numerical evaluation, which is based on real-world DC locations, their resource provision costs, and typical demand patterns, shows how operational costs increase with the traffic load, and we analyze the impact of different latency bounds on the performance of different virtual networks.
地理分布式数据中心(dc)越来越普遍,以便为现代应用程序不断增长的计算需求提供可伸缩性。当多个地理分布的数据中心为用户请求提供服务时,考虑到有足够的可用资源(例如CPU和带宽),确定选择哪个数据中心和服务器以最低成本满足需求是很重要的。这是一项复杂的任务,因为每个数据中心都有不同的运营成本,例如能源、碳排放和带宽成本。在本文中,我们开发了一个新的数学优化模型,指导决策者选择哪个数据中心,使用哪个服务器,使用哪个数据中心网关和网络路径来路由用户需求,以满足时变的计算,带宽和延迟需求。我们的模型基于虚拟网络的概念,虚拟网络在延迟等方面有不同的要求,我们将排队延迟建模为流量负载的函数。我们基于现实世界的数据中心位置、资源供应成本和典型需求模式进行了广泛的数值评估,显示了运营成本是如何随着流量负载而增加的,我们还分析了不同延迟界限对不同虚拟网络性能的影响。
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引用次数: 9
A backup algorithm for power communication network based on fault cascade in the network virtualization environment 网络虚拟化环境下基于故障级联的电力通信网备份算法
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406198
Xia Zhen, Lanlan Rui, Xue-song Qiu, Biyao Li, Peng Yu
This paper studies the multi-layer structure of coupled power network based on the problem of fault cascade and unreasonable network design in the network virtualization environment (NV). Based on the complex network theory, we propose a network optimization algorithm: PNGA (Primary Nodes Group Algorithm). The objective of PNGA is promoting the robustness of the entire network. In the simulation experiment, this paper analyzes the net­work modeling and topological characteristics of a three-tier power grid in NV. We use the degree sorting algorithm as the control group which is widely used in power grid. Under different attack strategies, we investigate the performance of different algorithms and the state of fault generation. The results of the simulation we performed in this paper have shown that PNGA is superior to the rest of the algorithm in suppressing faults.
针对网络虚拟化环境下的故障级联和网络设计不合理问题,研究了耦合电网的多层结构。基于复杂网络理论,提出了一种网络优化算法:PNGA (Primary Nodes Group algorithm)。PNGA的目标是提高整个网络的鲁棒性。在仿真实验中,本文分析了NV三层电网的网络建模和拓扑特征,并采用电网中广泛使用的度排序算法作为对照组。在不同的攻击策略下,研究了不同算法的性能和故障生成状态。本文的仿真结果表明,PNGA在抑制故障方面优于其他算法。
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引用次数: 5
A QoS guarantee mechanism based on multi- priority bionic competition model in vehicular edge etwork 基于多优先级仿生竞争模型的车辆边缘网络QoS保障机制
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406182
Yao Zhang, Lanlan Rui, Hui Guo, Xue-song Qiu, Linwei
With the development of the Internet of Things, more and more devices can access the network through wireless access. And the wireless access of vehicles, which constitutes an edge network, can provide real-time road information and significant traffic state. Thus, it has gradually got the public attention. In order to offer the better quality of service (QoS) in the vehicular network, we propose a multi-priority bionic competition mechanism to implement service differentiation and resource allocation. Firstly, we deduce a context metric (CM) through fuzzy inference, which relates the urgency degree of a vehicle to its environment. Vehicle traffic is re-prioritized into four access categories (ACs) combined with the CM and transmission data types. Then, we propose the bionic competition model based on 802.11e EDCA protocol. This model considers the competition in the same level ACs and the competition among different level ACs, allocates different transmission rate and bandwidth for different ACs, which greatly improve the network throughput and bandwidth utilization. Finally, the simulation results show that our method improves the throughput, reduces the mean delay and packet loss rate.
随着物联网的发展,越来越多的设备可以通过无线接入网络。车辆的无线接入构成了一个边缘网络,可以提供实时的道路信息和重要的交通状态。因此,它逐渐得到了公众的关注。为了在车载网络中提供更好的服务质量(QoS),我们提出了一种多优先级仿生竞争机制来实现服务差异化和资源分配。首先,我们通过模糊推理推导出一个上下文度量(CM),该度量将车辆的紧急程度与所处环境联系起来;结合CM和传输数据类型,车辆流量被重新划分为四个访问类别(ac)。然后,我们提出了基于802.11e EDCA协议的仿生竞争模型。该模型考虑了同级ac内的竞争和不同级别ac之间的竞争,为不同的ac分配不同的传输速率和带宽,极大地提高了网络吞吐量和带宽利用率。最后,仿真结果表明,该方法提高了吞吐量,降低了平均时延和丢包率。
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引用次数: 0
期刊
NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium
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