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DC Field | Value | Language |
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dc.contributor.author | Mohd Herwan, Sulaiman, | - |
dc.contributor.author | Mohd Wazir, Mustafa, Dr. | - |
dc.contributor.author | Hussain, Shareef, Assoc. Dr. | - |
dc.contributor.author | Saifulnizam, Abd. Khalid, Dr. | - |
dc.date.accessioned | 2014-02-10T08:53:42Z | - |
dc.date.available | 2014-02-10T08:53:42Z | - |
dc.date.issued | 2012-05 | - |
dc.identifier.citation | International Journal of Electrical Power and Energy Systems, vol. 37(1), 2012, pages 67-77 | en_US |
dc.identifier.issn | 0142-0615 | - |
dc.identifier.uri | http://www.sciencedirect.com/science/article/pii/S0142061511002900 | - |
dc.identifier.uri | http://dspace.unimap.edu.my:80/dspace/handle/123456789/31841 | - |
dc.description | Link to publisher’s homepage at http://www.elsevier.com/ | en_US |
dc.description.abstract | This paper presents a new method for real and reactive power tracing in a deregulated power system by introducing the hybrid artificial bee colony (ABC) algorithm and least squares support vector machine (LS-SVM), namely as ABC-SVM. The idea is to use ABC algorithm to obtain the optimal values of regularization parameter, γ and Kernel RBF parameter, σ 2, which are embedded in LS-SVM toolbox and adopt a supervised learning approach to train the LS-SVM model. The technique that uses Superposition method is utilized as a teacher. Based on power flow solution and power tracing procedure by Superposition method, the description of input-output for training and testing data are created. The generators' contributions to real and reactive loads in the test system are expected can be traced accurately by proposed ABC-SVM model. In this paper, IEEE-14 bus system is used to illustrate the effectiveness of the proposed ABC-SVM model compared to that of Superposition method. The comparison with the cross-validation (CV) technique and other hybrid technique to obtain the hyper-parameters also has been presented in this paper. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Elsevier Ltd. | en_US |
dc.subject | Artificial bee colony algorithm | en_US |
dc.subject | Least squares support vector machine | en_US |
dc.subject | Superposition method | en_US |
dc.title | An application of artificial bee colony algorithm with least squares support vector machine for real and reactive power tracing in deregulated power system | en_US |
dc.type | Article | en_US |
dc.contributor.url | mherwan@unimap.edu.my | en_US |
dc.contributor.url | wazir@fke.utm.my | en_US |
dc.contributor.url | shareef@eng.ukm.my | en_US |
dc.contributor.url | saifulnizam@utm.my | en_US |
Appears in Collections: | School of Electrical Systems Engineering (Articles) |
Files in This Item:
File | Description | Size | Format | |
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An application of artificial bee colony algorithm with least squares support vector machine for real and reactive power tracing in deregulated power system.pdf | 16.25 kB | Adobe PDF | View/Open |
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