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NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium最新文献

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Setting up flexible and light weight trading with enhanced user privacy using smart contracts 使用智能合约建立灵活和轻量级的交易,增强用户隐私
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406112
Sina Rafati Niya, Florian Shupfer, T. Bocek, B. Stiller
Smart Contracts (SC) extend the applicability of Blockchains (BC) in various decentralized use cases. This work demonstrates the design and implementation of a trading application which, employs SC and Ethereum BC. This Decentralized Application (Dapp) provides flexibility in requesting user Identity (ID) directly by seller/hirer and buyers/renter. To provide trust, deposits are paid by two sides while setting up contracts. WiFi- Direct is the chosen Device to Device (D2D) communication protocol which provides high data rates and secure data transmission. Light-Weight SC are introduced in this work which, use D2D communications for sending sold or rented object's or each party's images, and ID data directly to other party instead of storing them in the public BC to reduce the costs. Evaluations in terms of D2D deployment, transaction costs, and privacy, indicate that this system is time-efficient and manages the process in a cost-efficient fashion without the need to store and publish all of the user's ID information in BC.
智能合约(SC)扩展了区块链(BC)在各种分散用例中的适用性。这项工作演示了使用SC和以太坊BC的交易应用程序的设计和实现。这种去中心化应用程序(Dapp)提供了由卖方/租用者和买方/租用者直接请求用户身份(ID)的灵活性。为了提供信任,双方在签订合同时支付定金。WiFi- Direct是选择的设备到设备(D2D)通信协议,提供高数据速率和安全的数据传输。本工作引入了轻量级SC,使用D2D通信将出售或租赁对象或各方的图像和ID数据直接发送给另一方,而不是将其存储在公共BC中,以降低成本。对D2D部署、交易成本和隐私的评估表明,该系统具有时间效率,并且以经济高效的方式管理流程,而无需在BC中存储和发布所有用户的ID信息。
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引用次数: 16
Evaluating predictors of congestion collapse in communication networks 评估通信网络中拥塞崩溃的预测因子
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406225
Christopher E. Dabrowski, K. Mills
Congestion in communication networks can be modeled as a percolation process, where congestion spreads minimally before a critical load and expands rapidly afterwards. Some studies identify predict onset of rapidly expanding congestion in time to alert network managers to take mitigating actions to avoid congestion collapse. The paper specifies five predictors: autocorrelation, variance, threshold, growth persistence, and growth rate. Predictor performance is measured for three simulated network models, under two traffic scenarios: increasing and steady load. Predictors are compared on implementation cost, accuracy, warning time, and persistence. The rates and types of prediction errors are also characterized. Results showed that: (1) predictor performance is influenced by network-model realism; (2) the autocorrelation and variance predictors performed poorly in some situations; (3) the threshold predictor yielded best overall accuracy, with mean warning time exceeding seven minutes for the most realistic network model. The paper also suggests a necessary condition to control false positives.
通信网络中的拥塞可以建模为一个渗透过程,其中拥塞在临界负载之前传播最小,然后迅速扩展。一些研究及时确定了预测迅速扩大的拥塞的开始,以提醒网络管理人员采取缓解措施以避免拥塞崩溃。本文指定了五个预测指标:自相关、方差、阈值、增长持续性和增长率。在负载增长和稳定两种情况下,对三种模拟网络模型的预测器性能进行了测试。在实现成本、准确性、警告时间和持久性方面对预测器进行比较。预测误差的比率和类型也被描述。结果表明:(1)网络模型真实性对预测器的性能有显著影响;(2)自相关和方差预测因子在某些情况下表现较差;(3)阈值预测器的总体准确率最好,对于最现实的网络模型,平均预警时间超过7分钟。文中还提出了控制误报的必要条件。
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引用次数: 0
SDN-based hybrid server and link load balancing in multipath distributed storage systems 多路径分布式存储系统中基于sdn的混合服务器与链路负载均衡
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406286
Luis Guillen, S. Izumi, Toru Abe, T. Suganuma, H. Muraoka
Due to the increasing need for timely and reliable access to user-generated content, Distributed Storage Systems (DSS) became more relevant in the past years. However, since they have more interconnections among layers compared to traditional network applications, load imbalance issues arise. In this paper, we propose a hybrid approach combining server and link load balancing for multipath routing in DSS. The approach is Software Defined Networking (SDN) based, and uses a process we call on-demand inverse multiplexing. Preliminary results show that, by applying the proposal, the overall throughput considerably increases and resource usage remain balanced.
由于对用户生成内容的及时和可靠访问的需求日益增加,分布式存储系统(DSS)在过去几年变得更加相关。但是,由于与传统网络应用程序相比,它们具有更多的层间互连,因此出现了负载不平衡问题。在本文中,我们提出了一种结合服务器和链路负载均衡的DSS多路径路由混合方法。该方法基于软件定义网络(SDN),并使用我们称为按需反向多路复用的过程。初步结果表明,通过应用该建议,总体吞吐量显著提高,资源使用保持平衡。
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引用次数: 9
Energy-saving management mechanism based on hybrid energy supplies in multi-operator shared LTE networks 多运营商共享LTE网络中基于混合能源供应的节能管理机制
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406216
Lu Liu, Ao Xiong, Peng Yu, Lei Feng, Wenjing Li, Xue-song Qiu, Mingxiong Wang
Recently, a new opportunity for on-grid energy saving is enabled by the green network infrastructure sharing. This paper mainly investigates the collaboration between multiple operators to improve the energy utilization in this scenario. Then, an energy-saving management mechanism is proposed to reduce energy consumption and optimize energy utilization. We decompose the problem into two sub problems for base station sleeping and green energy allocation. And the BS sleeping algorithm and the green energy centralized allocation algorithm are respectively proposed to solve them. Comparing with other mechanisms, simulation results show that the proposed energy-saving management mechanism can effectively reduce 65% on-grid energy consumption while guaranteeing the quality of service (QoS) to the user equipment device (UE).
近年来,绿色网络基础设施共享为电网节能提供了新的机遇。本文主要研究在这种情况下,多个运营商之间的协作以提高能源利用率。然后,提出了节能管理机制,以降低能源消耗,优化能源利用。将该问题分解为基站休眠和绿色能源分配两个子问题。针对这些问题,分别提出了BS睡眠算法和绿色能源集中分配算法。仿真结果表明,与其他节能管理机制相比,所提出的节能管理机制在保证用户设备设备(UE)服务质量(QoS)的同时,能有效降低65%的上网能耗。
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引用次数: 3
Machine learning as a reusable microservice 作为可重用微服务的机器学习
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406165
Marc-Oliver Pahl, Markus Loipfinger
Machine Learning is recently becoming a universal problem solving tool. However, implementing machine learning (ML) into applications is difficult, time intense, and requires expert knowledge. We encapsulate machine learning as a data­oriented microservice that can simply be used to mash up applications with machine learning capabilities. To illustrate the approach we identify three machine learning algorithms that are relevant for the Internet of Things (IoT): Feed-Forward Neural Networks (FFNN), Deep Believe Networks (DBN), and Recurrent Neural Networks (RNN). We analyze those algorithm's characteristic properties and model them as configurations for dynamically linkable REST ML service modules. Our approach strictly separates the algorithm implementation from its configu­ration. It allows a simple extension with diverse ML algorithms. Following a service oriented design, we implement the training of our neural networks as a separate module. We evaluate how the performance of our solution compares to directly programming the chosen TensorFlow library. Our approach facilitates the implementation of ML-based data analytics significantly by enabling reuse and sharing of executables and configurations. It enables rapid prototyping and an explorative use of ML.
机器学习最近正在成为一种通用的解决问题的工具。然而,将机器学习(ML)实现到应用程序中是困难的,耗时的,并且需要专业知识。我们将机器学习封装为一个面向数据的微服务,可以简单地用于混合具有机器学习功能的应用程序。为了说明这种方法,我们确定了与物联网(IoT)相关的三种机器学习算法:前馈神经网络(FFNN)、深度相信网络(DBN)和循环神经网络(RNN)。我们分析了这些算法的特征属性,并将其建模为可动态链接的REST ML服务模块的配置。我们的方法严格地将算法实现与其配置分开。它允许对各种ML算法进行简单的扩展。遵循面向服务的设计,我们将神经网络的训练作为一个单独的模块来实现。我们评估了我们的解决方案的性能如何与直接编程所选择的TensorFlow库进行比较。我们的方法通过支持可执行文件和配置的重用和共享,极大地促进了基于ml的数据分析的实现。它使快速原型和探索使用机器学习。
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引用次数: 10
Towards a security monitoring plane for named data networking and its application against content poisoning attack 探讨命名数据网络的安全监控平面及其在防范内容中毒攻击中的应用
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406246
H. Mai, Tan N. Nguyen, G. Doyen, R. Cogranne, Wissam Mallouli, Edgardo Montes de Oca, O. Festor
Named Data Networking (NDN) is the most mature proposal of the Information Centric Networking paradigm, a clean-slate approach for the Future Internet. Although NDN was designed to tackle security issues inherent to IP networks natively, newly introduced security attacks in its transitional phase threaten NDN's practical deployment. Therefore, a security monitoring plane for NDN is indispensable before any potential deployment of this novel architecture in an operating context by any provider. We propose an approach for the monitoring and anomaly detection in NDN nodes leveraging Bayesian Network techniques. A list of monitored metrics is introduced as a quantitative measure to feature the behavior of an NDN node. By leveraging the hypothesis testing theory, a micro detector is developed to detect whenever the metric significantly changes from its normal behavior. A Bayesian network structure that correlates alarms from micro detectors is designed based on the expert knowledge of the NDN specification and the NFD implementation. The relevance and performance of our security monitoring approach are demonstrated by considering the Con­tent Poisoning Attack (CPA), one of the most critical attacks in NDN, through numerous experiment data collected from a real NDN deployment.
命名数据网络(NDN)是信息中心网络范式中最成熟的提议,是未来互联网的一种全新方法。虽然NDN的设计初衷是解决IP网络固有的安全问题,但在过渡阶段新出现的安全攻击威胁着NDN的实际部署。因此,在任何提供商在操作环境中部署这种新型体系结构之前,NDN的安全监控平面是必不可少的。我们提出了一种利用贝叶斯网络技术监测和异常检测NDN节点的方法。一个被监控的指标列表被引入作为一个定量测量特征的NDN节点的行为。利用假设检验理论,开发了一种微型探测器,用于检测何时度量从其正常行为显著变化。基于NDN规范和NFD实现的专家知识,设计了一个关联微探测器报警的贝叶斯网络结构。通过从真实的NDN部署中收集的大量实验数据,通过考虑NDN中最关键的攻击之一内容中毒攻击(CPA),证明了我们的安全监控方法的相关性和性能。
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引用次数: 14
Risk modeling and optimization approach for system protection communication networks 系统保护通信网络的风险建模与优化方法
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406320
Xinting Hu, Wenjing Li, Peng Yu, Fangzheng Chen, Fangzheng Chen, Yuan Tian
System Protection Communication Network (SPCN) is a new type of high-speed, real-time, secure and reliable communication network proposed in China supporting services such as AC/DC control, pumped storage control etc. In order to reduce the impact of SPCN failure on electric power system, this paper proposes a risk modeling and optimization approach. Firstly, we build a risk model to analyze the dynamic link and service risk from aspects of failure probability and its impact value. Then, we construct a risk optimization problem aiming at minimizing the link risk balance degree with service quality and risk constraints, and propose improved genetic algorithm to solve it. Based on part of network topology from a Chinese province, simulation results show that the proposed approach can make SPCN more reliable comparing to other methods when link failure occurs.
系统保护通信网络(SPCN)是国内提出的一种支持交直流控制、抽水蓄能控制等业务的高速、实时、安全、可靠的新型通信网络。为了降低SPCN故障对电力系统的影响,本文提出了一种风险建模和优化方法。首先,建立风险模型,从失效概率及其影响值两个方面对动态环节和服务风险进行分析。在此基础上,构建了以服务质量和风险约束下链路风险平衡程度最小为目标的风险优化问题,并提出了改进的遗传算法进行求解。以中国某省的部分网络拓扑为例,仿真结果表明,当链路发生故障时,该方法比其他方法更可靠。
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引用次数: 2
Real-time detection, isolation and monitoring of elephant flows using commodity SDN system 利用商品SDN系统对大象流进行实时检测、隔离和监控
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406200
S. Madanapalli, Minzhao Lyu, Himal Kumar, H. Gharakheili, V. Sivaraman
Operators of enterprise and carrier networks in-creasingly require real-time visibility into traffic patterns in their network, so they can do better resource management (congestion detection, dynamic routing, capacity scheduling) and security protection (detection of intrusions and volumetric attacks). Of particular interest are elephant flows that transfer large volumes, since they demand most resources and can inflict most damage. Today's techniques for detecting and monitoring elephant flows are based on software-based packet analysis or hardware-based inspection, which are either unscalable or expensive. In this paper we design, implement, and evaluate an SDN-based solution that is scalable (to tens of Gigabits-per-second) and inexpensive (built using commodity OpenFlow switches). We first develop a system architecture that judiciously combines software packet inspection with hardware flow-table counters to identify and monitor heavy flows. We then use real traffic traces taken from a campus network to tune our algorithm parameters for desired trade-off between software load and hardware table size. Finally, we prototype our solution on a commodity OpenFlow hardware switch together with open-source controller and packet inspection software, and demonstrate operation at 10Gbps in a real campus network.
企业和运营商网络的运营商越来越需要实时了解其网络中的流量模式,以便他们可以更好地进行资源管理(拥塞检测、动态路由、容量调度)和安全保护(检测入侵和容量攻击)。特别令人感兴趣的是运输大量货物的大象流,因为它们需要的资源最多,造成的破坏也最大。目前用于检测和监视象流的技术是基于基于软件的数据包分析或基于硬件的检查,这些技术要么不可扩展,要么代价高昂。在本文中,我们设计、实现并评估了一个基于sdn的解决方案,该解决方案可扩展(到每秒数十千兆)且价格低廉(使用商用OpenFlow交换机构建)。我们首先开发了一个系统架构,该架构明智地将软件数据包检测与硬件流表计数器相结合,以识别和监控大流量。然后,我们使用从校园网获取的真实流量跟踪来调整算法参数,以便在软件负载和硬件表大小之间进行所需的权衡。最后,我们在商用OpenFlow硬件交换机上对我们的解决方案进行了原型设计,以及开源控制器和数据包检测软件,并在真实的校园网中演示了10Gbps的运行。
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引用次数: 13
Optimized XG-PON DBA mechanism for front-haul upstream traffic in virtualized small cell cloud-RAN architecture 针对虚拟化小蜂窝云- ran架构中前传上行流量的XG-PON DBA机制进行了优化
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406259
Ahmed Mohammed Mikaeil, Weisheng Hu
Time division multiplexing passive optical networks (TDM-PONs) technologies are viewed as an attractive solution for flexible and cost-effective mobile front-haul for dense deployment of small cells in cloud radio access network (C-RAN) architecture. Due to the high latency of upstream transmission in TDM-PON because of using a dynamic bandwidth allocation (DBA) mechanism to share the upstream bandwidth, it is a challenge for TDM-PON to meet the strict latency requirement of C-RAN mobile front-haul. Several DBA mechanisms have been proposed in the literature to address this issue for IEEE Ethernet passive optical network (i.e. 10G-EPON) based mobile front-haul. However, ITU TDM-PON such as XG-PON have not yet even been explored in the context of mobile front-haul. In this paper, we present an optimized XG-PON-compliant DBA mechanism called Optimized-Round Robin (Optimized-RR) to support front-haul traffic transport over XG-PON in virtualized small-cell C-RAN architecture. We evaluate its performance in terms of delay, jitter and packet loss over a dynamic data rate mobile front-haul traffic by comparing it with two other recently proposed XG-PON- compliant DBAs namely, Group Assured GIANT (g GIANT) and simple Round-Robin (RR-DBA) DBAs. The performance evaluation results not only show its significant improvement in terms of upstream delay and utilization, but also show a lower packet loss and jitter for aggregated small cells front-haul traffic when comparing it to gGIANT and RR-DBA.
时分多路无源光网络(tdm - pon)技术被认为是云无线接入网(C-RAN)架构中小型蜂窝密集部署的灵活且经济高效的移动前端传输解决方案。由于TDM-PON采用动态带宽分配(dynamic bandwidth allocation, DBA)机制来共享上游带宽,导致上游传输延迟较大,因此TDM-PON要满足C-RAN移动前传的严格延迟要求是一个挑战。文献中已经提出了几种DBA机制来解决基于移动前传的IEEE以太网无源光网络(即10G-EPON)的这个问题。然而,诸如XG-PON之类的ITU TDM-PON甚至尚未在移动前端传输的背景下进行探索。在本文中,我们提出了一种优化的符合XG-PON的DBA机制,称为优化轮询(optimized - rr),以支持虚拟化小单元C-RAN架构中XG-PON的前传流量传输。我们通过将其与最近提出的另外两种符合XG-PON的dba,即群保巨人(g GIANT)和简单轮询(RR-DBA) dba进行比较,从动态数据速率移动前端传输流量的延迟、抖动和包丢失方面评估了它的性能。性能评估结果表明,与gGIANT和RR-DBA相比,它不仅在上游延迟和利用率方面有显著改善,而且在聚合小蜂窝前传流量方面丢包和抖动也更低。
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引用次数: 5
Model-based flow delegation for improving SDN infrastructure compatibility 用于改进SDN基础架构兼容性的基于模型的流委托
Pub Date : 2018-04-23 DOI: 10.1109/NOMS.2018.8406230
Felipe A. Lopes, Pablo G. S. Tiburcio, R. Bauer, S. Fernandes, M. Zitterbart
Software-Defined Networking (SDN) allows fine granular control by applications running in the network control plane, facilitating the management, orchestration, and deployment of network services. However, the diversity of application, protocols, and switches makes the task of developing applications for such networks very complex. Besides, such heterogeneity makes it harder to support the manifold requirements that may arise from different control plane applications and to verify if the underlying infrastructure satisfies the requirements from these applications. In this paper, we propose a two-phase solution for this problem, extending the Model-Driven Networking (MDN) framework for: i) enabling it to model infrastructure capabilities, so that we can verify if these capabilities could satisfy applications requirements; and ii) applying a flow delegation technique to leverage the set of network capabilities in order to support applications requirements. Our experiments demonstrate that our flow delegation mechanism not only improves the network compatibility but also achieves better bandwidth usage and jitter ratios ^22% lower when considering QoS requirements.
SDN (Software-Defined Networking),即软件定义网络,通过运行在网络控制平面的应用程序进行精细粒度的控制,方便网络服务的管理、编排和部署。然而,应用程序、协议和交换机的多样性使得为此类网络开发应用程序的任务非常复杂。此外,这种异构性使得支持可能来自不同控制平面应用程序的多种需求以及验证底层基础设施是否满足这些应用程序的需求变得更加困难。在本文中,我们针对这个问题提出了一个两阶段的解决方案,扩展模型驱动网络(MDN)框架,以便:i)使其能够对基础设施功能建模,以便我们可以验证这些功能是否可以满足应用程序的需求;ii)应用流委托技术来利用一组网络功能以支持应用程序需求。实验表明,我们的流量委托机制不仅提高了网络兼容性,而且在考虑QoS要求的情况下,实现了更好的带宽利用率和更低22%的抖动率。
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引用次数: 1
期刊
NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium
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