首页 > 最新文献

2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)最新文献

英文 中文
Network Slicing for Critical Communications in Shared 5G Infrastructures - An Empirical Evaluation 共享5G基础设施中关键通信的网络切片-经验评估
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8460110
Fabian Kurtz, Caner Bektas, N. Dorsch, C. Wietfeld
Increasing automation in systems such as Smart Grids (SGs), Intelligent Transportation, the Internet of Things (IoT) and Industry 4.0, involves the need for robust, highly capable Information and Communication Technology (ICT). Traditionally, to meet diverging use case requirements regarding network data rate, delay, security, reliability and flexibility, dedicated communication infrastructures are employed. Yet, this is associated with high costs and lengthy roll-out times. Therefore it is desirable for multiple tenants to share one Physical Network (PN). However, this may compromise service guarantees, potentially violating Service Level Agreements (SLAs). Network slicing aims to address this challenge by transparently dividing one common infrastructure into multiple, logically independent networks. Thereby tenants are isolated from one another, ensuring the fulfillment of hard performance guarantees. As slicing is central to realizing the potential of 5G networks, this work presents a novel approach based on Network Function Virtualization (NFV) and Software-Defined Networking (SDN) driven queueing strategies. The developed solution is comprehensively evaluated with realistic traffic in a physical testing environment. Highly demanding critical infrastructure use cases, with multiple service levels per slice, are used to validate performance and demonstrate functionalities such as dynamic data rate allocation.
智能电网(SGs)、智能交通、物联网(IoT)和工业4.0等系统的自动化程度不断提高,需要强大、高性能的信息和通信技术(ICT)。传统上,为了满足在网络数据速率、延迟、安全性、可靠性和灵活性方面的不同用例需求,采用专用的通信基础设施。然而,这与高成本和较长的推出时间相关。因此,希望多个租户共享一个物理网络(Physical Network, PN)。然而,这可能会损害服务保证,潜在地违反服务水平协议(sla)。网络切片旨在通过透明地将一个公共基础设施划分为多个逻辑上独立的网络来解决这一挑战。因此,租户彼此隔离,确保实现硬性能保证。由于切片是实现5G网络潜力的核心,本研究提出了一种基于网络功能虚拟化(NFV)和软件定义网络(SDN)驱动的排队策略的新方法。开发的解决方案在物理测试环境中用实际流量进行了全面评估。高要求的关键基础设施用例(每个切片具有多个服务级别)用于验证性能并演示动态数据速率分配等功能。
{"title":"Network Slicing for Critical Communications in Shared 5G Infrastructures - An Empirical Evaluation","authors":"Fabian Kurtz, Caner Bektas, N. Dorsch, C. Wietfeld","doi":"10.1109/NETSOFT.2018.8460110","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8460110","url":null,"abstract":"Increasing automation in systems such as Smart Grids (SGs), Intelligent Transportation, the Internet of Things (IoT) and Industry 4.0, involves the need for robust, highly capable Information and Communication Technology (ICT). Traditionally, to meet diverging use case requirements regarding network data rate, delay, security, reliability and flexibility, dedicated communication infrastructures are employed. Yet, this is associated with high costs and lengthy roll-out times. Therefore it is desirable for multiple tenants to share one Physical Network (PN). However, this may compromise service guarantees, potentially violating Service Level Agreements (SLAs). Network slicing aims to address this challenge by transparently dividing one common infrastructure into multiple, logically independent networks. Thereby tenants are isolated from one another, ensuring the fulfillment of hard performance guarantees. As slicing is central to realizing the potential of 5G networks, this work presents a novel approach based on Network Function Virtualization (NFV) and Software-Defined Networking (SDN) driven queueing strategies. The developed solution is comprehensively evaluated with realistic traffic in a physical testing environment. Highly demanding critical infrastructure use cases, with multiple service levels per slice, are used to validate performance and demonstrate functionalities such as dynamic data rate allocation.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128327014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 51
SDN Node Selection for Inter-AS TE as间TE的SDN节点选择
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8460117
Krishna P. Kadiyala, J. Cobb
The growth of Software Defined Networking (SDN) has made it appealing for Internet service providers to incorporate SDN into their existing legacy networks. This has led to the idea of incrementally introducing SDN elements into the existing legacy infrastructure. Transitioning to such a hybrid SDN network is no small task by itself, and requires carefully planning which nodes in the legacy network can take on the role of SDN elements. The focus of this paper is to identify a set of candidate nodes in an Autonomous System (AS) that can be upgraded to SDN nodes with the objective of minimizing the maximum link utilization at the inter-AS links of the service provider. To this end, we first introduce the SDN node selection problem. Due to its intractability, we propose different greedy heuristics to help select the SDN nodes and show that by selecting the right set of candidate SDN nodes, a small fraction of SDN nodes help achieve a significant reduction in link utilization.
软件定义网络(SDN)的发展吸引了互联网服务提供商将SDN纳入其现有的传统网络。这就产生了将SDN元素增量地引入现有遗留基础设施的想法。过渡到这种混合SDN网络本身不是一项简单的任务,需要仔细规划遗留网络中的哪些节点可以承担SDN元素的角色。本文的重点是在自治系统(AS)中确定一组候选节点,这些节点可以升级为SDN节点,目的是最大限度地减少服务提供商的自治系统间链路的最大链路利用率。为此,我们首先介绍SDN节点的选择问题。由于其顽固性,我们提出了不同的贪婪启发式方法来帮助选择SDN节点,并表明通过选择正确的候选SDN节点集,一小部分SDN节点有助于显著降低链路利用率。
{"title":"SDN Node Selection for Inter-AS TE","authors":"Krishna P. Kadiyala, J. Cobb","doi":"10.1109/NETSOFT.2018.8460117","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8460117","url":null,"abstract":"The growth of Software Defined Networking (SDN) has made it appealing for Internet service providers to incorporate SDN into their existing legacy networks. This has led to the idea of incrementally introducing SDN elements into the existing legacy infrastructure. Transitioning to such a hybrid SDN network is no small task by itself, and requires carefully planning which nodes in the legacy network can take on the role of SDN elements. The focus of this paper is to identify a set of candidate nodes in an Autonomous System (AS) that can be upgraded to SDN nodes with the objective of minimizing the maximum link utilization at the inter-AS links of the service provider. To this end, we first introduce the SDN node selection problem. Due to its intractability, we propose different greedy heuristics to help select the SDN nodes and show that by selecting the right set of candidate SDN nodes, a small fraction of SDN nodes help achieve a significant reduction in link utilization.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"96 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134045508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
LODGE: LOcal Decisions on Global statEs in progrananaable data planes 洛奇:可编程数据平面中全局状态的局部决策
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8460115
G. Sviridov, M. Bonola, Angelo Tulumello, P. Giaccone, A. Bianco, G. Bianchi
In stateful Software Defined Network (SDN) data planes, network switches hold some local flow-related states thanks to which they are able to perform decisions by locally executing simple algorithms. While stateful data planes provide better reactiveness in respect to vanilla SDN, states are still bounded to single switches which represents a significant restraint for network-wide applications. To deal with the current limitations of stateful data planes we introduce and provide design guidelines for LODGE, a model according to which distributed network applications are able to make local decisions at each switche based on some global variables shared across other switches. We describe the implementation of LODGE with a basic application providing support for the detection of Distributed Denial of Service (DDoS) attack in a scenario of stateful data planes involving P4 and Open Packet Processor (OPP) enabled switches. We validate the two implementations in a small emulated testbed and we show the beneficial effects on the reduction of the total network traffic.
在有状态的软件定义网络(SDN)数据平面中,网络交换机持有一些与本地流相关的状态,因此它们能够通过本地执行简单算法来执行决策。虽然有状态数据平面相对于普通SDN提供了更好的反应性,但状态仍然局限于单个交换机,这对网络范围的应用程序来说是一个重大的限制。为了处理当前有状态数据平面的局限性,我们引入并提供了LODGE的设计指南。LODGE是一个模型,根据该模型,分布式网络应用程序能够在每个交换机上基于其他交换机共享的一些全局变量做出本地决策。我们用一个基本应用程序描述了LODGE的实现,该应用程序支持在有状态数据平面的场景中检测分布式拒绝服务(DDoS)攻击,该场景涉及P4和启用了开放包处理器(OPP)的交换机。我们在一个小型仿真测试平台上验证了这两种实现,并展示了在减少总网络流量方面的有益效果。
{"title":"LODGE: LOcal Decisions on Global statEs in progrananaable data planes","authors":"G. Sviridov, M. Bonola, Angelo Tulumello, P. Giaccone, A. Bianco, G. Bianchi","doi":"10.1109/NETSOFT.2018.8460115","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8460115","url":null,"abstract":"In stateful Software Defined Network (SDN) data planes, network switches hold some local flow-related states thanks to which they are able to perform decisions by locally executing simple algorithms. While stateful data planes provide better reactiveness in respect to vanilla SDN, states are still bounded to single switches which represents a significant restraint for network-wide applications. To deal with the current limitations of stateful data planes we introduce and provide design guidelines for LODGE, a model according to which distributed network applications are able to make local decisions at each switche based on some global variables shared across other switches. We describe the implementation of LODGE with a basic application providing support for the detection of Distributed Denial of Service (DDoS) attack in a scenario of stateful data planes involving P4 and Open Packet Processor (OPP) enabled switches. We validate the two implementations in a small emulated testbed and we show the beneficial effects on the reduction of the total network traffic.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123444694","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Semantic-Based Global Network View Construction in Software Defined Networks with Multiple Controllers 多控制器软件定义网络中基于语义的全局网络视图构建
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8460137
W. S. Atoui, I. B. Yahia, Walid Gaaloul
Software Defined Networks (SDN) are becoming a cornerstone in future network architectures. In this regard, building a global network view upon heterogeneous multiple SDN controllers is a challenging task. In fact, each controller exposes its local network view using different conceptual model. To address this problem, we propose a semantic-based framework that encompasses an approach to extract a local ontology from each controller. The framework incorporates algorithms that map the ontologies together and form the overall network view. We apply our framework in two scenarios: a centralized scenario where the SDN controllers expose their network views to a centralized entity (e.g. management application) that builds the network view, and a distributed scenario, where SDN controllers exchange in peer to peer their local network views and build locally the global view. We present also an evaluation of our framework with respect to performance and accuracy and discuss future works.
软件定义网络(SDN)正在成为未来网络架构的基石。因此,在异构的多个SDN控制器上构建全局网络视图是一项具有挑战性的任务。实际上,每个控制器使用不同的概念模型公开其本地网络视图。为了解决这个问题,我们提出了一个基于语义的框架,该框架包含了从每个控制器提取本地本体的方法。该框架结合了将本体映射在一起并形成整体网络视图的算法。我们在两个场景中应用我们的框架:一个集中式场景,SDN控制器将其网络视图暴露给构建网络视图的集中式实体(例如管理应用程序);一个分布式场景,SDN控制器对等交换其本地网络视图,并在本地构建全局视图。我们还对我们的框架在性能和准确性方面进行了评估,并讨论了未来的工作。
{"title":"Semantic-Based Global Network View Construction in Software Defined Networks with Multiple Controllers","authors":"W. S. Atoui, I. B. Yahia, Walid Gaaloul","doi":"10.1109/NETSOFT.2018.8460137","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8460137","url":null,"abstract":"Software Defined Networks (SDN) are becoming a cornerstone in future network architectures. In this regard, building a global network view upon heterogeneous multiple SDN controllers is a challenging task. In fact, each controller exposes its local network view using different conceptual model. To address this problem, we propose a semantic-based framework that encompasses an approach to extract a local ontology from each controller. The framework incorporates algorithms that map the ontologies together and form the overall network view. We apply our framework in two scenarios: a centralized scenario where the SDN controllers expose their network views to a centralized entity (e.g. management application) that builds the network view, and a distributed scenario, where SDN controllers exchange in peer to peer their local network views and build locally the global view. We present also an evaluation of our framework with respect to performance and accuracy and discuss future works.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124722482","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
An Integrated Control of IP and Optical Network for Multi-grade Virtualized Networks 多级虚拟化网络中IP与光网络的集成控制
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8459974
Takuya Tojo, Shingo Okada, Yoshiyuki Hirata, S. Yasukawa
In the 5G era, it is expected that various services will be provided on network slices, which are virtualized network resources. A network slice has to support isolation capabilities and multi-grade performance capabilities such as ultra-low-latency and ultra-reliability due to the 5G requirements. IP and optical networks are also required to provide multi-grade property as a part of a network slice. Multi-layer SDN control is beneficial technology to realize the multi-grade network because an integrated control of IP and optical layers enables to combine network technologies across layers. It brings flexibility of service levels in terms of network performance and reliability. In this paper, we propose and demonstrate a multi-grade network which provides various types of virtualized network according to user requirements. Our platform is composed of IP and optical layers and ONOS-based SDN controller. We show on-demand provisioning of a virtualized network with a provisioning tracker that presents current status of provisioning in real-time.
在5G时代,预计各种业务将在网络切片上提供,而网络切片是虚拟化的网络资源。由于5G的要求,网络切片必须支持隔离功能和超低延迟、超可靠等多级性能。作为网络切片的一部分,IP和光网络也需要提供多级特性。多层SDN控制是实现多级网络的有利技术,因为对IP层和光层的综合控制可以实现跨层网络技术的结合。它在网络性能和可靠性方面带来了服务级别的灵活性。本文提出并演示了一种多级网络,可根据用户需求提供各种类型的虚拟化网络。我们的平台由IP层和光层和基于onos的SDN控制器组成。我们展示了虚拟化网络的按需供应,并提供了一个供应跟踪器,可以实时显示供应的当前状态。
{"title":"An Integrated Control of IP and Optical Network for Multi-grade Virtualized Networks","authors":"Takuya Tojo, Shingo Okada, Yoshiyuki Hirata, S. Yasukawa","doi":"10.1109/NETSOFT.2018.8459974","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8459974","url":null,"abstract":"In the 5G era, it is expected that various services will be provided on network slices, which are virtualized network resources. A network slice has to support isolation capabilities and multi-grade performance capabilities such as ultra-low-latency and ultra-reliability due to the 5G requirements. IP and optical networks are also required to provide multi-grade property as a part of a network slice. Multi-layer SDN control is beneficial technology to realize the multi-grade network because an integrated control of IP and optical layers enables to combine network technologies across layers. It brings flexibility of service levels in terms of network performance and reliability. In this paper, we propose and demonstrate a multi-grade network which provides various types of virtualized network according to user requirements. Our platform is composed of IP and optical layers and ONOS-based SDN controller. We show on-demand provisioning of a virtualized network with a provisioning tracker that presents current status of provisioning in real-time.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122674292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A 5G platform for Unmanned Aerial Monitoring in Rural Areas: Design and Performance Issues 农村地区无人机监测5G平台:设计和性能问题
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8459960
G. Faraci, A. Raciti, S. Rizzo, G. Schembra
Smart agriculture, representing one of the use cases for Industry 4.0, encounters some deployment problems in wide rural areas where neither telecommunications infrastructure, nor a local power grid is available. For this reason, this paper proposes a comprehensive platform constituted by a Flying Ad hoc NETwork (FANET) to provide connectivity, and a 5G network access node equipped with MEC facilities to run software applications at the edge of the network. Power supply for the 5G base station, the drones to be periodically recharged and the servers in the data center equipped with MEC facilities is realized by an electrical hybrid generator. An analytical model of the whole system is also defined to capture all the above issues, and supporting the design of the proposed system.
智能农业是工业4.0的一个用例,在没有电信基础设施和当地电网的广大农村地区遇到了一些部署问题。为此,本文提出了一个由飞行自组网(FANET)提供连接的综合平台,以及一个配备MEC设施的5G网络接入节点在网络边缘运行软件应用。5G基站、定期充电的无人机和配备MEC设施的数据中心服务器的供电由混合动力发电机实现。还定义了整个系统的分析模型,以捕获上述所有问题,并支持拟议系统的设计。
{"title":"A 5G platform for Unmanned Aerial Monitoring in Rural Areas: Design and Performance Issues","authors":"G. Faraci, A. Raciti, S. Rizzo, G. Schembra","doi":"10.1109/NETSOFT.2018.8459960","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8459960","url":null,"abstract":"Smart agriculture, representing one of the use cases for Industry 4.0, encounters some deployment problems in wide rural areas where neither telecommunications infrastructure, nor a local power grid is available. For this reason, this paper proposes a comprehensive platform constituted by a Flying Ad hoc NETwork (FANET) to provide connectivity, and a 5G network access node equipped with MEC facilities to run software applications at the edge of the network. Power supply for the 5G base station, the drones to be periodically recharged and the servers in the data center equipped with MEC facilities is realized by an electrical hybrid generator. An analytical model of the whole system is also defined to capture all the above issues, and supporting the design of the proposed system.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"79 12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115827972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 16
Latency Aware Placement in Multi-access Edge Computing 多访问边缘计算中的延迟感知放置
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8459997
D. Harris, J. Naor, D. Raz
Multi-access Edge Computing (MEC) is a new network architecture that allows applications and network services to be executed at the edge of the network. This is done by running these services on commodity servers that are placed in close proximity to the network edge and to the cellular base stations in wireless networks. This architecture provides high bandwidth and low latency for network functions and other applications. However, the availability of the resources at the network edge is limited and thus one of the main challenges in deploying this new paradigm is the ability to locate these latency sensitive services in the appropriate network location according to the specific demand for each service and the relevant latency constraints. In this paper we address this challenge by defining the Virtual Network Functions Placement and Assignment Problem (VNFPAP) and providing algorithms with guaranteed performance for it. We also show by simulating our algorithms on real mobile data that in realistic scenarios they perform much better than current used heuristics.
多接入边缘计算(Multi-access Edge Computing, MEC)是一种新的网络架构,它允许应用程序和网络服务在网络边缘执行。这是通过在商用服务器上运行这些服务来实现的,这些服务器放置在靠近网络边缘和无线网络中的蜂窝基站的位置。这种架构为网络功能和其他应用提供了高带宽和低延迟。然而,网络边缘资源的可用性是有限的,因此部署这种新范式的主要挑战之一是能够根据每个服务的特定需求和相关的延迟约束在适当的网络位置定位这些延迟敏感服务。在本文中,我们通过定义虚拟网络功能放置和分配问题(VNFPAP)并提供保证性能的算法来解决这一挑战。我们还通过在真实的移动数据上模拟我们的算法来证明,在现实场景中,它们比当前使用的启发式算法表现得更好。
{"title":"Latency Aware Placement in Multi-access Edge Computing","authors":"D. Harris, J. Naor, D. Raz","doi":"10.1109/NETSOFT.2018.8459997","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8459997","url":null,"abstract":"Multi-access Edge Computing (MEC) is a new network architecture that allows applications and network services to be executed at the edge of the network. This is done by running these services on commodity servers that are placed in close proximity to the network edge and to the cellular base stations in wireless networks. This architecture provides high bandwidth and low latency for network functions and other applications. However, the availability of the resources at the network edge is limited and thus one of the main challenges in deploying this new paradigm is the ability to locate these latency sensitive services in the appropriate network location according to the specific demand for each service and the relevant latency constraints. In this paper we address this challenge by defining the Virtual Network Functions Placement and Assignment Problem (VNFPAP) and providing algorithms with guaranteed performance for it. We also show by simulating our algorithms on real mobile data that in realistic scenarios they perform much better than current used heuristics.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"122 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123712786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Comprehensive Prediction Models of Control Traffic for SDN Controllers SDN控制器控制流量综合预测模型
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8460111
Bong-yeol Yu, Gyeongsik Yang, C. Yoo
In SDN, as the control channel becomes a performance bottleneck, modeling the control channel traffic is important. Such a model is useful in predicting the control channel traffic for network provisioning. However, previously proposed models are quite limited in that they assume only the forwarding function of a specific controller for their models. To overcome the limitations, first, this paper analyzes the control traffic by seven functions (including forwarding function) of a controller. Then, we build a seven-function model to predict control channel usage and evaluate the prediction accuracy that achieves as high as 94%. Note that previous models did not have any quantitative evaluation. Our model is built with the Open Network Operating System (ONOS) controller and extended to Floodlight and POX controllers. We show that the extended model also achieves similar prediction accuracy (95%). Furthermore, we compare three controllers in terms of control channel usage through our model.
在SDN中,由于控制通道成为性能瓶颈,因此对控制通道流量进行建模非常重要。这种模型在预测网络配置的控制通道流量时非常有用。然而,先前提出的模型非常有限,因为它们只假设特定控制器的转发功能。为了克服这些局限性,本文首先分析了控制器的七种功能(包括转发功能)对流量的控制。然后,我们建立了一个七函数模型来预测控制通道的使用情况,并评估了预测准确率高达94%。请注意,以前的模型没有任何定量评价。我们的模型是用开放网络操作系统(ONOS)控制器构建的,并扩展到泛光灯和POX控制器。我们表明,扩展模型也达到了相似的预测精度(95%)。此外,我们通过我们的模型比较了三种控制器的控制通道使用情况。
{"title":"Comprehensive Prediction Models of Control Traffic for SDN Controllers","authors":"Bong-yeol Yu, Gyeongsik Yang, C. Yoo","doi":"10.1109/NETSOFT.2018.8460111","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8460111","url":null,"abstract":"In SDN, as the control channel becomes a performance bottleneck, modeling the control channel traffic is important. Such a model is useful in predicting the control channel traffic for network provisioning. However, previously proposed models are quite limited in that they assume only the forwarding function of a specific controller for their models. To overcome the limitations, first, this paper analyzes the control traffic by seven functions (including forwarding function) of a controller. Then, we build a seven-function model to predict control channel usage and evaluate the prediction accuracy that achieves as high as 94%. Note that previous models did not have any quantitative evaluation. Our model is built with the Open Network Operating System (ONOS) controller and extended to Floodlight and POX controllers. We show that the extended model also achieves similar prediction accuracy (95%). Furthermore, we compare three controllers in terms of control channel usage through our model.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130696465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
EVPN/SDN Assisted Live VM Migration between Geo-Distributed Data Centers EVPN/SDN支持两地分布式数据中心间虚拟机热迁移
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8459946
K. A. Noghani, A. Kassler, Prem Sankar Gopannan
Live Virtual Machine (VM) migration has significantly improved the flexibility of modern Data Centers (DC). However, seamless live migration of a VM between geo-distributed DCs faces several challenges due to difficulties in preserving the network configuration after the migration paired with a large network convergence time. Although SDN-based approaches can speed up network convergence time, these techniques have two limitations. First, they typically react to the new topology by installing new flow rules once the migration is finished. Second, because the WAN is typically not under SDN control, they result in sub-optimal routing thus severely degrading the network performance once the VM is attached at the new location. In this paper, we identify networking challenges for VM migration across geo-distributed DCs. Based on those observations, we design a novel long-haul VM migration scheme that overcomes those limitations. First, instead of reactively restoring connectivity after the migration, our SDN-based approach proactively restores flows across the WAN towards the new location with the help of EVPN and VXLAN overlay technologies. Second, the SDN controller accelerates the network convergence by announcing the migration to other controllers using MP-BGP control plane messages. Finally, the SDN controller resolves the sub-optimal routing problem that arises as a result of migration implementing a distributed anycast gateway. We implement our approach as extensions to the OpenDaylight controller. Our evaluation shows that our approach outperforms existing approaches in reducing the downtime by 400 ms and increasing the application performance up to 12 times.
动态虚拟机迁移极大地提高了现代数据中心的灵活性。然而,虚拟机在地理分布数据中心之间的无缝热迁移面临着一些挑战,因为迁移后难以保留网络配置,并且网络收敛时间较长。尽管基于sdn的方法可以加快网络收敛时间,但这些技术有两个局限性。首先,一旦迁移完成,它们通常通过安装新的流规则来响应新的拓扑。其次,由于WAN通常不在SDN控制之下,它们会导致次优路由,从而在VM连接到新位置后严重降低网络性能。在本文中,我们确定了跨地理分布式数据中心迁移VM的网络挑战。基于这些观察,我们设计了一种新的远程虚拟机迁移方案,克服了这些限制。首先,我们基于sdn的方法不是在迁移后被动地恢复连接,而是在EVPN和VXLAN覆盖技术的帮助下,主动地将WAN上的流量恢复到新的位置。其次,SDN控制器通过MP-BGP控制平面消息宣布向其他控制器迁移,加快了网络的收敛速度。最后,SDN控制器解决了由于迁移实现分布式任意播网关而出现的次优路由问题。我们将我们的方法作为OpenDaylight控制器的扩展来实现。我们的评估表明,我们的方法在将停机时间减少400 ms和将应用程序性能提高12倍方面优于现有方法。
{"title":"EVPN/SDN Assisted Live VM Migration between Geo-Distributed Data Centers","authors":"K. A. Noghani, A. Kassler, Prem Sankar Gopannan","doi":"10.1109/NETSOFT.2018.8459946","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8459946","url":null,"abstract":"Live Virtual Machine (VM) migration has significantly improved the flexibility of modern Data Centers (DC). However, seamless live migration of a VM between geo-distributed DCs faces several challenges due to difficulties in preserving the network configuration after the migration paired with a large network convergence time. Although SDN-based approaches can speed up network convergence time, these techniques have two limitations. First, they typically react to the new topology by installing new flow rules once the migration is finished. Second, because the WAN is typically not under SDN control, they result in sub-optimal routing thus severely degrading the network performance once the VM is attached at the new location. In this paper, we identify networking challenges for VM migration across geo-distributed DCs. Based on those observations, we design a novel long-haul VM migration scheme that overcomes those limitations. First, instead of reactively restoring connectivity after the migration, our SDN-based approach proactively restores flows across the WAN towards the new location with the help of EVPN and VXLAN overlay technologies. Second, the SDN controller accelerates the network convergence by announcing the migration to other controllers using MP-BGP control plane messages. Finally, the SDN controller resolves the sub-optimal routing problem that arises as a result of migration implementing a distributed anycast gateway. We implement our approach as extensions to the OpenDaylight controller. Our evaluation shows that our approach outperforms existing approaches in reducing the downtime by 400 ms and increasing the application performance up to 12 times.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121033218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
A Novel Algorithm for Flow-Rule Placement in SDN Switches 一种新的SDN交换机流规则放置算法
Pub Date : 2018-06-01 DOI: 10.1109/NETSOFT.2018.8459979
Angelos Mimidis Kentis, Artur Pilimon, José Soler, M. Berger, S. Ruepp
The forwarding rules, used by the legacy and SDN network devices to perform routing/forwarding decisions, are generally stored in Ternary Content Addressable Memory (TCAM) modules, which offer constant look-up times, but have limited capacity, due to their high capital and operational costs, high power consumption and high silicon footprint. To counter this limitation, some commercial switches offer both, hardware and software flow table implementations, termed hybrid flow table architecture in this paper. The software-based tables are stored in non-TCAM memory modules, which offer higher capacity, but with slower lookup times. In addition, these memory modules are limited in terms of how many requests they can serve per time unit. Thus, exceeding this threshold will lead to packet loss in the network. This paper proposes a novel placement algorithm, which dynamically decides whether a new flow rule should be placed in a hardware (expensive) or a software (cheap) table. The placement decisions are based on a number of criteria with the goal to increase the utilization of the software-based table, without introducing performance degradation in the network in terms of significant delay and packet loss. The performance of the placement algorithm was evaluated through experimental measurements in a testbed, which comprises a hybrid SDN switch, a server performing traffic generation and a server hosting the SDN controller. The results indicate that, by limiting the maximum allowed processing capacity of the software table, the number of accommodated flows is significantly increased, while bounding any excessive delays and avoiding packet loss.
传统和SDN网络设备用于执行路由/转发决策的转发规则通常存储在三元内容可寻址存储器(TCAM)模块中,该模块提供恒定的查找时间,但由于其高资本和运营成本,高功耗和高硅足迹,容量有限。为了克服这一限制,一些商用交换机同时提供硬件和软件流表实现,本文称之为混合流表架构。基于软件的表存储在非tcam内存模块中,它提供更高的容量,但查找时间较慢。此外,这些内存模块在每个时间单位可以处理多少请求方面受到限制。因此,超过该阈值将导致网络丢包。本文提出了一种新的流规则放置算法,该算法动态地决定将新流规则放置在硬件表(昂贵)还是软件表(便宜)中。放置决策基于许多标准,目标是提高基于软件的表的利用率,而不会在网络中引入显著延迟和数据包丢失方面的性能降低。通过测试平台上的实验测量来评估放置算法的性能,该测试平台包括一个混合SDN交换机、一个执行流量生成的服务器和一个承载SDN控制器的服务器。结果表明,通过限制软件表的最大允许处理能力,可容纳的流数量显着增加,同时限制任何过度延迟并避免丢包。
{"title":"A Novel Algorithm for Flow-Rule Placement in SDN Switches","authors":"Angelos Mimidis Kentis, Artur Pilimon, José Soler, M. Berger, S. Ruepp","doi":"10.1109/NETSOFT.2018.8459979","DOIUrl":"https://doi.org/10.1109/NETSOFT.2018.8459979","url":null,"abstract":"The forwarding rules, used by the legacy and SDN network devices to perform routing/forwarding decisions, are generally stored in Ternary Content Addressable Memory (TCAM) modules, which offer constant look-up times, but have limited capacity, due to their high capital and operational costs, high power consumption and high silicon footprint. To counter this limitation, some commercial switches offer both, hardware and software flow table implementations, termed hybrid flow table architecture in this paper. The software-based tables are stored in non-TCAM memory modules, which offer higher capacity, but with slower lookup times. In addition, these memory modules are limited in terms of how many requests they can serve per time unit. Thus, exceeding this threshold will lead to packet loss in the network. This paper proposes a novel placement algorithm, which dynamically decides whether a new flow rule should be placed in a hardware (expensive) or a software (cheap) table. The placement decisions are based on a number of criteria with the goal to increase the utilization of the software-based table, without introducing performance degradation in the network in terms of significant delay and packet loss. The performance of the placement algorithm was evaluated through experimental measurements in a testbed, which comprises a hybrid SDN switch, a server performing traffic generation and a server hosting the SDN controller. The results indicate that, by limiting the maximum allowed processing capacity of the software table, the number of accommodated flows is significantly increased, while bounding any excessive delays and avoiding packet loss.","PeriodicalId":333377,"journal":{"name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","volume":"50 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125202323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 14
期刊
2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1