SDNs, Clouds, and Big Data: New Opportunities

Junaid Qadir, Nauman Ahad, Erum Mushtaq, Muhammad Bilal
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引用次数: 3

Abstract

We are at the cusp of a technological revolution driven mainly by advances in hardware technology, network architectural support, and the ability to process big data. The hardware industry, driven by Moore's law, continues to provide steadily increasing computing capability with diminishing costs. With the support of hardware advances, platforms for distributed storage and processing of big data, such as Apache Hadoop, provide the ability to scalably and reliably process massive amounts of data using a cluster of commodity servers. In parallel, a revolution is ongoing in the networking world. The emergence of the software defined networking (SDN) architecture promises to rectify the ossified architecture of the Internet allowing network managers to flexibly program the network. In this paper, we argue that SDN and big data, two technological trends that promise to revolutionize all aspects of modern life, can leverage the freedom afforded by each other to jointly increase their value proposition. In particular, SDN can utilize the large amounts of operational data to optimize the network behavior, while big data platforms can benefit from the flexible architectural support provided by SDN. In this paper, we will provide a brief self-contained exposition on opportunities for SDN and big data to synergize and jointly optimize. We will also point out open research issues and will identify future directions of work.
sdn、云和大数据:新机遇
我们正处于一场技术革命的风口浪尖,这场革命主要是由硬件技术、网络架构支持和处理大数据能力的进步推动的。在摩尔定律的推动下,硬件行业不断提供稳定增长的计算能力和不断降低的成本。在硬件进步的支持下,分布式存储和处理大数据的平台,如Apache Hadoop,提供了使用商用服务器集群可扩展和可靠地处理大量数据的能力。与此同时,网络世界正在进行一场革命。软件定义网络(SDN)体系结构的出现有望改变Internet僵化的体系结构,使网络管理员能够灵活地对网络进行编程。在本文中,我们认为SDN和大数据这两种技术趋势有望彻底改变现代生活的方方面面,它们可以利用彼此提供的自由来共同增加它们的价值主张。特别是SDN可以利用大量的运营数据来优化网络行为,而大数据平台可以受益于SDN提供的灵活的架构支持。在本文中,我们将对SDN和大数据协同、共同优化的机会进行简要的自成体系的阐述。我们还将指出开放的研究问题,并确定未来的工作方向。
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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