Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib
The unit commitment problem is defined as the scheduling of a set of generating units/ to be on or off to meet the demand. For a power system operated by a vertically integrated monopoly, committing units is performed centrally by the utility, and the objective is to minimize the costs while supplyi...
Saved in:
Main Author: | |
---|---|
Format: | Thesis |
Language: | English |
Published: |
2010
|
Subjects: | |
Online Access: | https://ir.uitm.edu.my/id/eprint/67089/1/67089.pdf |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my-uitm-ir.67089 |
---|---|
record_format |
uketd_dc |
spelling |
my-uitm-ir.670892023-01-05T03:58:23Z Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib 2010 Abu Talib, Noor Elyliana Production of electric energy or power. Powerplants. Central stations Electric power distribution. Electric power transmission The unit commitment problem is defined as the scheduling of a set of generating units/ to be on or off to meet the demand. For a power system operated by a vertically integrated monopoly, committing units is performed centrally by the utility, and the objective is to minimize the costs while supplying all demand. In this paper, ant colony optimization (ACO) is proposed to solve unit commitment problem in power system. The ACO is a cooperative agents approach which inspired by behavior of real ant of finding the shortest path from food sources without using visual clues. These cooperating agents will cooperate to find good solutions for unit commitment. In order to fulfill the demand the related constraints is consider. The proposed approach is expected to yield minimized operational cost while supplying the load from the operated generation units. This approach is tested on 6 generation units test system over 4 stages of 24 hours period. The schedule is successfully obtained for the test system. 2010 Thesis https://ir.uitm.edu.my/id/eprint/67089/ https://ir.uitm.edu.my/id/eprint/67089/1/67089.pdf text en public degree Universiti Teknologi MARA (UiTM) Faculty of Electrical Engineering Sheikh Rahimullah, Bibi Norasiqin |
institution |
Universiti Teknologi MARA |
collection |
UiTM Institutional Repository |
language |
English |
advisor |
Sheikh Rahimullah, Bibi Norasiqin |
topic |
Production of electric energy or power Powerplants Central stations Production of electric energy or power Powerplants Central stations |
spellingShingle |
Production of electric energy or power Powerplants Central stations Production of electric energy or power Powerplants Central stations Abu Talib, Noor Elyliana Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
description |
The unit commitment problem is defined as the scheduling of a set of generating units/ to be on or off to meet the demand. For a power system operated by a vertically integrated monopoly, committing units is performed centrally by the utility, and the objective is to minimize the costs while supplying all demand. In this paper, ant colony optimization (ACO) is proposed to solve unit commitment problem in power system. The ACO is a cooperative agents approach which inspired by behavior of real ant of finding the shortest path from food sources without using visual clues. These cooperating agents will cooperate to find good solutions for unit commitment. In order to fulfill the demand the related constraints is consider. The proposed approach is expected to yield minimized operational cost while supplying the load from the operated generation units. This approach is tested on 6 generation units test system over 4 stages of 24 hours period. The schedule is successfully obtained for the test system. |
format |
Thesis |
qualification_level |
Bachelor degree |
author |
Abu Talib, Noor Elyliana |
author_facet |
Abu Talib, Noor Elyliana |
author_sort |
Abu Talib, Noor Elyliana |
title |
Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
title_short |
Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
title_full |
Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
title_fullStr |
Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
title_full_unstemmed |
Ant colony optimization for unit commitment problem / Noor Elyliana Abu Talib |
title_sort |
ant colony optimization for unit commitment problem / noor elyliana abu talib |
granting_institution |
Universiti Teknologi MARA (UiTM) |
granting_department |
Faculty of Electrical Engineering |
publishDate |
2010 |
url |
https://ir.uitm.edu.my/id/eprint/67089/1/67089.pdf |
_version_ |
1783735659702255616 |