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I2BN: Intelligent Intent Based Networks I2BN:基于智能意图的网络
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.926
Péter Szilágyi
Intent based network management reduces the complexity of network programming from a growing set of deeply technical APIs to context-free high-level objectives that the network should autonomously achieve and keep. The practical implementation of an intent based network requires substantial automation technology embedded in the network. Automation should cover the entire lifecycle of intents, from their ingestion to fulfillment and assurance. This article investigates the feasibility of automatically assembling interworking implementation units into intent specific automation pipelines, where units are reusable self-learning closed loop micro-services with self-declared capabilities. Each closed loop may gain knowledge and respond to dynamically changing network conditions, thereby enabling network autonomy in reaching the declared intent objectives. The human-network intent interface for expressing intents is proposed to be based on the aggregation of the deployed network and service automation capabilities, rather than a formalism decoupled from the actual network implementation. This principle removes the ambiguity and compatibility gap between human intent definition and machine intent fulfillment, while retaining the flexibility and extendibility of the intents offered by any specific system via onboarding additional micro-services with novel capabilities. The concepts discussed by the article fit into the architecture and closed loop work items already defined by ETSI ZSM and provides considerations towards new areas such as intent driven autonomous networks and enablers for automation.
基于意图的网络管理降低了网络编程的复杂性,从一组不断增长的深度技术API到网络应该自主实现和保持的无上下文高级目标。基于意图的网络的实际实现需要在网络中嵌入大量的自动化技术。自动化应该涵盖意图的整个生命周期,从接受到实现和保证。本文研究了将互通实现单元自动组装到特定意图的自动化管道中的可行性,其中单元是具有自我声明能力的可重复使用的自学习闭环微服务。每个闭环可以获得知识并对动态变化的网络条件做出响应,从而实现网络自主性以达到所声明的意图目标。用于表达意图的人际网络意图接口被提议基于所部署的网络和服务自动化能力的集合,而不是与实际网络实现解耦的形式。这一原则消除了人类意图定义和机器意图实现之间的模糊性和兼容性差距,同时通过引入具有新颖功能的额外微服务,保留了任何特定系统提供的意图的灵活性和可扩展性。本文讨论的概念适合ETSI ZSM已经定义的体系结构和闭环工作项,并提供了对新领域的考虑,如意图驱动的自主网络和自动化使能器。
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引用次数: 7
A Model-Driven and Business Approach to Autonomic Network Management 自主网络管理的模型驱动和业务方法
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.928
Mehdi Bezahaf;Stephen Cassidy;David Hutchison;Daniel King;Nicholas Race;Charalampos Rotsos
As corporate networks continue to expand, the technologies that underpin these enterprises must be capable of meeting the operational goals of the operators that own and manage them. Automation has enabled the impressive scaling of networks from the days of Strowger. The challenge now is not only to keep pace with the continuing huge expansion of capacity but at the same time to manage a huge increase in complexity - driven by the range of customer solutions and technologies. Recent advances in automation, programmable network interfaces, and model-driven networking will provide the possibility of closed-loop, self-optimizing, and self-healing networks. Collectively these support the goals of a truly automated network, commonly understood as “autonomic networking” even though this is a prospect yet to be achieved. This paper outlines the progress made towards autonomic networking and the framework and procedures developed during the UK Next Generation Converged Digital Infrastructure (NG-CDI) project. It outlines the operator-driven requirements and capabilities that have been identified, and proposes an autonomic management framework, and summarizes current art and the challenges that remain.
随着企业网络的不断扩大,支撑这些企业的技术必须能够满足拥有和管理这些企业的运营商的运营目标。自动化使Strowger时代的网络实现了令人印象深刻的扩展。现在的挑战不仅是跟上容量的持续巨大扩张,同时还要管理复杂性的巨大增加——这是由一系列客户解决方案和技术驱动的。自动化、可编程网络接口和模型驱动网络的最新进展将提供闭环、自优化和自修复网络的可能性。这些共同支持了真正自动化网络的目标,通常被理解为“自主网络”,尽管这是一个尚未实现的前景。本文概述了自主网络的进展,以及英国下一代融合数字基础设施(NG-CDI)项目期间制定的框架和程序。它概述了已经确定的运营商驱动的需求和能力,提出了自主管理框架,并总结了当前的技术和仍然存在的挑战。
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引用次数: 2
LoRaWAN Security LoRaWAN安全
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.915
Olivier Seller
The LoRaWAN security design adheres to state-of-the-art principles: use of standard, well-vetted algorithms, and end-to-end security. The fundamental properties supported in LoRaWAN security are mutual end-point authentication, data origin authentication, integrity and replay protection, and confidentiality. The use of symmetric cryptography and prior secret key sharing between a device and a server enables an extremely power efficient and network efficient activation procedure.
LoRaWAN安全设计遵循最先进的原则:使用标准、经过严格审查的算法和端到端安全。LoRaWAN安全性支持的基本属性是相互端点身份验证、数据源身份验证、完整性和重放保护以及机密性。在设备和服务器之间使用对称密码术和先前的密钥共享能够实现极其节能和网络高效的激活过程。
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引用次数: 5
Editorial Foreword 编辑前言
Q3 Decision Sciences Pub Date : 2021-01-01
Ramjee Prasad;Anand R. Prasad
This special issue is based on the workshop “6G Knowledge Lab Opening and 36th GISFI Workshop” held 21–22 December 2020, organized jointly by the CTIF Global Capsule (CGC) and the Global ICT Standardisation Forum for India (GISFI). The special issue is divided in 2 parts of which this is the first part consisting of 5 papers.
本特刊基于2020年12月21日至22日举行的研讨会“6G知识实验室开放和第36届GISFI研讨会”,该研讨会由CTIF全球胶囊(CGC)和印度全球ICT标准化论坛(GISFI)联合组织。特刊分为两部分,其中第一部分由5篇论文组成。
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引用次数: 0
A Model-Based Approach to Multi-Domain Monitoring Data Aggregation 一种基于模型的多域监测数据聚合方法
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.9210
Antonio Pastor;Diego R. López;Jose Ordonez-Lucena;Sonia Fernández;Jesús Folgueira
The essential propellant for any closed-loop management mechanism is data related to the managed entity. While this is a general evidence, it becomes even more true when dealing with advanced closed-loop systems like the ones supported by Artificial Intelligence (AI), as they require a trustworthy, up-to-date and steady flow of state data to be applicable. Modern network infrastructures provide a vast amount of disparate data sources, especially in the multi-domain scenarios considered by the ETSI Industry Specification Group (ISG) Zero Touch Network and Service Management (ZSM) framework, and proper mechanisms for data aggregation, pre-processing and normalization are required to make possible AI-enabled closed-loop management. So far, solutions proposed for these data aggregation tasks have been specific to concrete data sources and consumers, following ad-hoc approaches unsuitable to address the vast heterogeneity of data sources and potential data consumers. This paper presents a model-based approach to a data aggregator framework, relying on standardized data models and telemetry protocols, and integrated with an open-source network orchestration stack to support their incorporation within network service lifecycles.
任何闭环管理机制的基本推动力都是与被管理实体相关的数据。虽然这是一个普遍的证据,但在处理像人工智能(AI)支持的先进闭环系统时,这一点变得更加真实,因为它们需要可靠、最新和稳定的状态数据流才能适用。现代网络基础设施提供了大量不同的数据源,特别是在ETSI行业规范组(ISG)零接触网络和服务管理(ZSM)框架所考虑的多域场景中,需要适当的数据聚合、预处理和规范化机制,以实现人工智能闭环管理。到目前为止,为这些数据聚合任务提出的解决方案都是针对具体的数据源和消费者的,采用了不适合解决数据源和潜在数据消费者的巨大异质性的特别方法。本文提出了一种基于模型的数据聚合器框架方法,该方法依赖于标准化的数据模型和遥测协议,并与开源网络编排堆栈集成,以支持将其纳入网络服务生命周期。
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引用次数: 1
The Challenge of Zero Touch and Explainable AI 零接触和可解释人工智能的挑战
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.925
Biswadeb Dutta;Andreas Krichel;Marie-Paule Odini
With ever increasing complexity and dynamicity in digital service provider networks, especially with the emergence of 5G, operators seek more automation to reduce the cost of operations, time to service and revenue of new and innovative services, and increase the efficiency of resource utilization, Complex algorithms leveraging ML (machine learning) are introduced, often with the need for frequent training as the networks evolve. Inference is then applied either in the core directly, or in the management stack to trigger actions and configuration changes automatically. This is the essence of Zero Touch. The challenge that analysts are often faced with is to trace back from the inference or prediction to the original events or symptoms that led to the triggered action, which ML model version or pipeline was used. This paper describes the challenges faced by analysts and provides some solutions.
随着数字服务提供商网络的复杂性和动态性不断增加,特别是随着5G的出现,运营商寻求更多的自动化,以降低运营成本、服务时间和新服务和创新服务的收入,并提高资源利用效率,通常随着网络的发展需要频繁的训练。推理然后直接应用于核心,或应用于管理堆栈,以自动触发操作和配置更改。这就是零接触的本质。分析师经常面临的挑战是从推断或预测追溯到导致触发动作的原始事件或症状,使用了哪个ML模型版本或管道。本文描述了分析师面临的挑战,并提供了一些解决方案。
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引用次数: 8
Evolutionary Autonomous Networks 进化自治网络
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.927
Paul Harvey;Alexandru Tatar;Pierre Imai;Leon Wong;Laurent Bringuier
The communication networks of today can greatly benefit from autonomous operation and adaptation, not only due to the implicit cost savings, but also because autonomy will enable functionalities that are infeasible today. Across industry, academia and standardisation bodies there has been an increased interest in achieving the autonomous goal, but a path on how to attain this goal is still unclear. In this paper we present our vision for the future of autonomous networking. We introduce the concepts and technological means to achieve autonomy and propose an architecture which emerges directly through the application of these concepts, highlighting opportunities and challenges for standardisation. We argue that only a holistic architecture based on hierarchies of hybrid learning, functional composition, and online experimental evaluation is expressive and capable enough to realise true autonomy within communication networks.
今天的通信网络可以从自主操作和自适应中受益匪浅,这不仅是因为隐含的成本节约,还因为自主将实现当今不可行的功能。在整个行业、学术界和标准化机构中,人们对实现自主目标的兴趣越来越大,但如何实现这一目标的途径仍不清楚。在这篇论文中,我们提出了我们对未来自主网络的愿景。我们介绍了实现自主性的概念和技术手段,并提出了一种通过应用这些概念直接出现的架构,强调了标准化的机遇和挑战。我们认为,只有基于混合学习、功能组成和在线实验评估的层次结构的整体架构才具有足够的表达力和能力,才能在通信网络中实现真正的自主性。
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引用次数: 3
End-to-End Service Monitoring for Zero-Touch Networks 零接触网络的端到端服务监控
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.923
Nathan F. Saraiva de Sousa;Danny Lachos Perez;Christian Esteve Rothenberg;Pedro Henrique Gomes
Autonomous management capability is the main pillar for paving Zero-touch Networks and efficiently deliver and operate use cases under the light of 5G requirements. To this end, Closed Control Loop (CCL), Intent-Based Networking (IBN), and Machine Learning (ML) are regarded as enablers to automatically executed all operational processes, ideally without human intervention. In this context, the ETSI Zero-touch network and Service Management (ZSM) framework specifies an end-to-end network and service management reference architecture for managing the full lifecycle of services. However, the whole process of service monitoring is not yet well-consolidated in ETSI ZSM. In this work, we propose the Monitoring Model Generator (MMG) component to automatically construct templates for service monitoring. MMG implements a novel methodology where service deployment models and standard information models are used as inputs to generate a high-level monitoring template, called Service Monitoring Model (SMM) and built upon an ontology-based schema based on the Resource Description Framework (RDF) vocabulary. We present a proof of concept implementation along with an experimental functional validation of the MMG and using RDF data in turtle syntax and format. The resulting monitoring models are then used to define actual monitoring KPIs and construct management policies in a control loop architecture.
自主管理能力是铺设零接触网络的主要支柱,并根据5G要求高效交付和运营用例。为此,闭环(CCL)、基于意图的网络(IBN)和机器学习(ML)被视为自动执行所有操作过程的推动者,理想情况下无需人工干预。在这种情况下,ETSI零接触网络和服务管理(ZSM)框架指定了一种端到端网络和服务的管理参考架构,用于管理服务的整个生命周期。然而,ETSI ZSM还没有很好地整合服务监控的整个过程。在这项工作中,我们提出了监控模型生成器(MMG)组件来自动构建用于服务监控的模板。MMG实现了一种新的方法,其中使用服务部署模型和标准信息模型作为输入来生成高级监控模板,称为服务监控模型(SMM),并建立在基于资源描述框架(RDF)词汇表的基于本体的模式之上。我们提出了一个概念验证的实现,以及MMG的实验功能验证,并使用海龟语法和格式的RDF数据。然后,生成的监控模型用于定义实际的监控KPI,并在控制循环体系结构中构建管理策略。
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引用次数: 8
Introduction from the Guest Editors 客座编辑介绍
Q3 Decision Sciences Pub Date : 2021-01-01
Nurit Sprecher;Vishnu Ram;Csaba Vulkán
5G networks are expected to provide virtually-unlimited-gigabit and ultra-reliable connections to people and objects, when and where it matters, supporting diverse use cases with an extremely demanding range of requirements (in terms of latency, throughput, reliability, coverage and security, cost targets, etc.). However, building a network that supports a broad array and diverse set of new services, all of which can be set up, dynamically reconfigured, scaled and torn down at a moment's notice introduces several challenges. Unprecedented operational agility is required to allow services to be rapidly deployed, dynamically adapted, and continuously and seamlessly assured. The management layer has in its own scope to maintain the overall capabilities of the network, e.g., to resolve any faults, degradations that might have negative implications on the active services. Additionally, it should be able to dynamically manage the available virtual, transport and radio resources in order to maintain the SLA of the established services within the extent of the intrinsic capabilities and resources of the system.
5G网络预计将在重要的时间和地点为人和物体提供几乎无限的千兆和超可靠的连接,支持具有极高要求的各种用例(在延迟、吞吐量、可靠性、覆盖范围和安全性、成本目标等方面)。然而,构建一个支持广泛多样的新服务的网络,所有这些服务都可以在接到通知后立即设置、动态重新配置、扩展和拆除,这带来了一些挑战。需要前所未有的运营灵活性,才能快速部署、动态调整服务,并持续无缝地确保服务。管理层在其自身的范围内维护网络的整体能力,例如,解决可能对活动服务产生负面影响的任何故障、降级。此外,它应该能够动态地管理可用的虚拟、传输和无线电资源,以便在系统的固有能力和资源的范围内维持所建立的服务的SLA。
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引用次数: 0
Ubiquitous Networks: A Need of Future World of Things 泛在网络:未来物联网的需要
Q3 Decision Sciences Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.933
DnyaneshwarS. Mantri;Pranav M. Pawar;Nandkumar P. Kulkarni;Neeli R. Prasad
With an exponential increase in the number of applications and user demand, it is essential to respond to the query of users with fast services and networks used. This is possible only by the use of ubiquitous networks supporting mass media communications. The integration of advanced technologies such as Communication, Navigation and Sensing Services (CONASENSE) and Human Bond Communications (HBC) takes care of sensing, services, data, speed, cooperation, content, and cost of communication. The combination of Data, Technology, and Media used for intelligent computation and communication over the internet could serve the purpose, and that's the urgent demand of growing networks marching towards a fusion of IoT and 5G leading to 6G. IoT with 5G will be the backbone of networks in the future generation network, adding the concept of virtualization at Anytime, Anywhere, Anything, and Anybody. The definition of ubiquitous technology considers it networked, wireless and mobile, to connect a more significant number of users and the world around them. The ubiquitous network connects the D2D, M2M, D2M and uses the ICT and Cloud-based technology to mitigate the QoS parameters. The paper's primary contribution is the proposal of 6G enabling technologies and use cases to demonstrate the need and integration of various prime techniques as IoT+5G+Cloud+AI/ML. The technology road map and proposed C6-WISDOM model illustrate the fundamentals of enabling future ubiquitous networks (6G). It also focuses on the critical requirements of 6G technology in support of ubiquitous networks and identifies the present technologies integrated to provide vertical sustainable wireless networking solutions.
随着应用程序数量和用户需求的指数级增长,必须使用快速服务和网络来响应用户的查询。这只有通过使用支持大众媒体通信的无处不在的网络才能实现。通信、导航和传感服务(CONASENSE)和人类债券通信(HBC)等先进技术的集成兼顾了传感、服务、数据、速度、合作、内容和通信成本。用于互联网智能计算和通信的数据、技术和媒体的结合可以达到这一目的,这是不断增长的网络向物联网和5G的融合迈进的迫切需求,从而实现6G。物联网与5G将成为未来一代网络的骨干,在Anytime、Anywhere、Anything和Anywhere添加虚拟化概念。泛在技术的定义认为它是网络化的、无线的和移动的,可以连接更多的用户和他们周围的世界。泛在网络连接D2D、M2M、D2M,并使用ICT和基于云的技术来降低QoS参数。本文的主要贡献是提出了6G使能技术和用例,以证明物联网+5G+云+AI/ML等各种主要技术的需求和集成。技术路线图和提出的C6-WISDOM模型说明了实现未来泛在网络(6G)的基本原理。它还关注6G技术在支持泛在网络方面的关键需求,并确定了目前集成的技术,以提供垂直可持续的无线网络解决方案。
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引用次数: 0
期刊
Journal of ICT Standardization
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