Hybrid: unifying centralised and distributed network management using intelligent agents

Fergal Somers
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引用次数: 21

Abstract

Centralised network management platforms suffer from an information processing bottleneck which establishes a trade-off between the size of a network and the precision with which it can be managed. High speed networking protocols such as asynchronous transfer mode (ATM) networks exacerbate this problem as they generate large amounts of data and require more sophisticated traffic control policies than traditional circuit-switched networks. Recognition of the need to retain the benefits of centralised management has led researchers to identify categories of telecommunications management functions which are suited to distribution. This paper describes the hybrid system which applies distributed artificial intelligence (DAI) intelligent agent concepts and technologies to unify the benefits of centralised and distributed management. DAI promotes the use of behavioural rather than functional control. We argue that this is an important abstraction tool for constructing, maintaining and understanding large and complex systems. In particular, in order to improve network management scalability, we propose a hierarchical system of independent controllers (agents) with local problem-solving and decision-making capabilities. Each agent acts much like existing centralised management systems, but collectively they communicate to maintain system-wide objectives and to resolve conflicts of interest between themselves. The hybrid architecture has wide application potential for distributed management and control tasks, particularly interdomain network management, service management and manager of managers (MOM).
混合:使用智能代理统一集中式和分布式网络管理
集中式网络管理平台受到信息处理瓶颈的困扰,这在网络的大小和管理的精度之间建立了权衡。异步传输模式(ATM)网络等高速网络协议会产生大量数据,并且需要比传统电路交换网络更复杂的流量控制策略,从而加剧了这一问题。由于认识到需要保留集中管理的好处,研究人员确定了适合于分配的电信管理功能的类别。本文介绍了采用分布式人工智能(DAI)智能体概念和技术来统一集中管理和分布式管理优点的混合系统。DAI提倡使用行为控制而不是功能控制。我们认为这是构建、维护和理解大型复杂系统的重要抽象工具。特别是,为了提高网络管理的可扩展性,我们提出了一个具有局部问题解决和决策能力的独立控制器(代理)的分层系统。每个代理的行为与现有的集中管理系统非常相似,但是它们共同进行通信以维护系统范围的目标并解决它们之间的利益冲突。混合体系结构在分布式管理和控制任务中具有广泛的应用潜力,特别是在域间网络管理、服务管理和管理器的管理器(MOM)等方面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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