用于增强网络服务的网络“存储器”系统

B. Mokhtar, M. Eltoweissy, H. El-Sayed
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引用次数: 5

摘要

物联网的出现将带来互联异构对象数量的爆炸式增长,以及它们可能提供的各种资源和服务。一个基本目标是确保资源和服务的可用性,以无处不在的、弹性的、按需的和低成本的方式通信对象,同时满足用户的QoS需求。我们假设要实现这个目标;有必要为更智能的网络构建功能,以获取交互中出现的当前难以捉摸的丰富语义。在本文中,我们提出了网络“存储器”(或NetMem)的概念和主要架构,以支持更智能的数据驱动网络操作,作为下一代网络的基础组件。基于网络活动呈现时空数据模式这一事实,我们设计NetMem来模拟人类记忆的功能。NetMem通过集成数据虚拟化、类似云的可扩展存储、关联规则学习和预测分析,提供语义管理功能。NetMem提供对数据模式和相关派生语义的关联访问,以增强决策制定、QoS保证和资源利用、早期异常检测和更准确的行为预测。我们使用仿真来评估NetMem。初步结果证明了NetMem对各种网络管理操作的积极影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Network “memory” system for enhanced network services
The advent of the Internet of things will bring to bear an explosion in the number of interconnected heterogeneous objects as well as the diverse resources and services they may offer. A fundamental goal is to ensure the availability of resources and services to communicating objects ubiquitously, resiliently, on-demand and at low cost while satisfying users' QoS requirements. We hypothesize that to achieve this goal; there is a need to build capabilities for smarter networking to harvest the currently elusive rich semantics that emerge in interactions. In this paper, we propose the concept and primary architecture of a network “memory” (or NetMem) to support smarter data-driven network operations as a foundational component of next generation networks. Guided by the fact that networking activities exhibit spatiotemporal data patterns, we design NetMem to mimic functionalities of the human memory. NetMem provides capabilities for semantics management through integrating data virtualization, cloud-like scalable storage, associative rule learning and predictive analytics. NetMem provides associative access to data patterns and relevant derived semantics to enable enhancements in decision making, QoS guarantees and utilization of resources, early anomaly detection, and more accurate behavior prediction. We evaluate NetMem using simulation. Preliminary results demonstrate the positive impact of NetMem on various network management operations.
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