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Implementation of Machine Learning Algorithm in Preventing Network Congestion

FYP 2 SEM 2 2019/2020

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Main Author: Noorazimah binti Ali Sabri
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Language:English
Published: 2023
Subjects:
Machine Learning
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spelling my.uniten.dspace-215752023-05-04T16:02:56Z Implementation of Machine Learning Algorithm in Preventing Network Congestion Noorazimah binti Ali Sabri Machine Learning FYP 2 SEM 2 2019/2020 In order to prevent the network congestion, many researchers has made further investigation to overcome or reduce this problem. The objective of this project is to implement machine learning algorithm in MPLS router to prevent network congestion and to perform an analysis of machine learning algorithm in MPLS router. This require a set of data. A dataset is collected to study the behaviour of the network with dynamic traffic properties with different network condition. A network topology is created based on the real network traffic and been observed with several conditions. The delay of every condition is observed by using Ostinato as the traffic and Wireshark to determine the time taken for every every networking path. Based from the network of several routers, Rapid Miner is used to predict the best machine learning model that have the fastest runtime with the lowest classification of error. The lowest delay will be the chosen route for the traffic. One of the main purpose is to forward the traffic in the lowest delay route in the network. 2023-05-03T17:18:40Z 2023-05-03T17:18:40Z 2020-02 https://irepository.uniten.edu.my/handle/123456789/21575 en application/pdf
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
language English
topic Machine Learning
spellingShingle Machine Learning
Noorazimah binti Ali Sabri
Implementation of Machine Learning Algorithm in Preventing Network Congestion
description FYP 2 SEM 2 2019/2020
format
author Noorazimah binti Ali Sabri
author_facet Noorazimah binti Ali Sabri
author_sort Noorazimah binti Ali Sabri
title Implementation of Machine Learning Algorithm in Preventing Network Congestion
title_short Implementation of Machine Learning Algorithm in Preventing Network Congestion
title_full Implementation of Machine Learning Algorithm in Preventing Network Congestion
title_fullStr Implementation of Machine Learning Algorithm in Preventing Network Congestion
title_full_unstemmed Implementation of Machine Learning Algorithm in Preventing Network Congestion
title_sort implementation of machine learning algorithm in preventing network congestion
publishDate 2023
_version_ 1806424574247567360
score 13.214268

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