Big Data Analytics for Wireless and Wired Network Design: A Survey

by   Mohammed S. Hadi, et al.

Currently, the world is witnessing a mounting avalanche of data due to the increasing number of mobile network subscribers, Internet websites, and online services. This trend is continuing to develop in a quick and diverse manner in the form of big data. Big data analytics can process large amounts of raw data and extract useful, smaller-sized information, which can be used by different parties to make reliable decisions. In this paper, we conduct a survey on the role that big data analytics can play in the design of data communication networks. Integrating the latest advances that employ big data analytics with the networks control/traffic layers might be the best way to build robust data communication networks with refined performance and intelligent features. First, the survey starts with the introduction of the big data basic concepts, framework, and characteristics. Second, we illustrate the main network design cycle employing big data analytics. This cycle represents the umbrella concept that unifies the surveyed topics. Third, there is a detailed review of the current academic and industrial efforts toward network design using big data analytics. Forth, we identify the challenges confronting the utilization of big data analytics in network design. Finally, we highlight several future research directions. To the best of our knowledge, this is the first survey that addresses the use of big data analytics techniques for the design of a broad range of networks.



There are no comments yet.


page 2

page 14

page 15

page 16


On Designing a Generic Framework for Cloud-based Big Data Analytics

Big data analytics has gathered immense research attention lately becaus...

Big Data Analytics for Large Scale Wireless Networks: Challenges and Opportunities

The wide proliferation of various wireless communication systems and wir...

Smart Asset Management for Electric Utilities: Big Data and Future

This paper discusses about needs and ways to improve predictive maintena...

Monitorology the art of observing the world

In the age of ever increasing demand for big data and data analytics, a ...

Advances in Big Data Bio Analytics

Delivering effective data analytics is of crucial importance to the inte...

An "On The Fly" Framework for Efficiently Generating Synthetic Big Data Sets

Collecting, analyzing and gaining insight from large volumes of data is ...

Trend-Based Networking Driven by Big Data Telemetry for SDN and Traditional Networks

Organizations face a challenge of accurately analyzing network data and ...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.