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...

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Main Author: Abu Talib, Noor Elyliana
Format: Thesis
Language:English
Published: 2010
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/67089/1/67089.pdf
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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
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