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Determination of transfomer lifespan using artificial intelligence

TK2551.A25 2020

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Main Author: Abid Akalil Akmal A Hamid
Format: text::Final Year Project
Language:English
Published: 2024
Subjects:
Electric transformers
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spelling my.uniten.dspace-317472024-03-31T02:01:47Z Determination of transfomer lifespan using artificial intelligence Abid Akalil Akmal A Hamid Electric transformers TK2551.A25 2020 Transformer is one of the important assets in electrical power system. In general, transformer is designed to operate for a long period of time. The expected life of a transformer is between 25 years to 40 years. However, as time goes by, transformer will experience degradation and any undesired event could happened in sudden. Hence, Health Index (HI) assessment is performed in order to access the condition of the transformer and determine its remaining lifespan. Still and all, it could be time consuming to perform the HI assessment since it requires some substantial amount of data. In this modern era, a strategy that could be used to solve the issue is by integrating the HI assessment with Artificial Intelligence (AI) to automate the remaining lifespan of the transformer. To implement this, the Al is required to perform classification tasks in order to classify the condition of the transformers. The Al techniques which will be used are the Support Vector Machine (SVM) and the K-Nearest Neighbours (KNN). These AI techniques will be trained with 100 sets of data. It is observed that the SVM performed better compared to KNN as the SVM obtained higher accuracy than the KNN in predicting the desired output. 2024-03-29T09:42:56Z 2024-03-29T09:42:56Z 2020 Resource Types::text::Final Year Project https://irepository.uniten.edu.my/handle/123456789/31747 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 Electric transformers
spellingShingle Electric transformers
Abid Akalil Akmal A Hamid
Determination of transfomer lifespan using artificial intelligence
description TK2551.A25 2020
format Resource Types::text::Final Year Project
author Abid Akalil Akmal A Hamid
author_facet Abid Akalil Akmal A Hamid
author_sort Abid Akalil Akmal A Hamid
title Determination of transfomer lifespan using artificial intelligence
title_short Determination of transfomer lifespan using artificial intelligence
title_full Determination of transfomer lifespan using artificial intelligence
title_fullStr Determination of transfomer lifespan using artificial intelligence
title_full_unstemmed Determination of transfomer lifespan using artificial intelligence
title_sort determination of transfomer lifespan using artificial intelligence
publishDate 2024
_version_ 1806426472959705088
score 13.214268

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