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

04/23/2019
by   Ankur Jain, et al.
0

Organizations face a challenge of accurately analyzing network data and providing automated action based on the observed trend. This trend-based analytics is beneficial to minimize the downtime and improve the performance of the network services, but organizations use different network management tools to understand and visualize the network traffic with limited abilities to dynamically optimize the network. This research focuses on the development of an intelligent system that leverages big data telemetry analysis in Platform for Network Data Analytics (PNDA) to enable comprehensive trend-based networking decisions. The results include a graphical user interface (GUI) done via a web application for effortless management of all subsystems, and the system and application developed in this research demonstrate the true potential for a scalable system capable of effectively benchmarking the network to set the expected behavior for comparison and trend analysis. Moreover, this research provides a proof of concept of how trend analysis results are actioned in both a traditional network and a software-defined network (SDN) to achieve dynamic, automated load balancing.

READ FULL TEXT

page 5

page 7

page 10

page 15

research
01/19/2018

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

Currently, the world is witnessing a mounting avalanche of data due to t...
research
10/04/2016

Seer: Empowering Software Defined Networking with Data Analytics

Network complexity is increasing, making network control and orchestrati...
research
10/10/2019

BigDataSDNSim: A Simulator for Analyzing Big Data Applications in Software-Defined Cloud Data Centers

Emerging paradigms of big data and Software-Defined Networking (SDN) in ...
research
02/06/2022

A Novel Micro-service Based Platform for Composition, Deployment and Execution of BDA Applications

Big Data are growing at an exponential rate and it becomes necessary the...
research
08/04/2023

Artificial intelligence based load balancing in SDN: A comprehensive survey

In the future, it is anticipated that software-defined networking (SDN) ...
research
03/30/2021

Hybrid SDN Evolution: A Comprehensive Survey of the State-of-the-Art

Software-Defined Networking (SDN) is an evolutionary networking paradigm...
research
07/01/2020

WLCG Networks: Update on Monitoring and Analytics

WLCG relies on the network as a critical part of its infrastructure and ...

Please sign up or login with your details

Forgot password? Click here to reset