Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine
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Institute of Electrical and Electronics Engineers (IEEE)
2011
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my.unimap-104262011-01-06T08:59:06Z Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine M. W., Mustafa M. H., Sulaiman H., Shareef S. N., Abd. Khalid wazir@fke.utm.my nizam@fke.utm.my mherwan@unimap.edu.my shareef@eng.ukm.my Artificial neural network (ann) Least squares support vector machine (ls-svm) Pool based power system Proportional tree method (ptm) Supervised learning Link to publisher's homepage at http://ieeexplore.ieee.org/ This paper attempts to allocate the generators' contributions to loads in pool based power system by incorporating the Least Squares Support Vector Machine (LSSVM). The idea is to use supervised learning approach to train the LS-SVM. The technique that uses proportional tree method (PTM) which is applying the convention of proportional sharing principle is utilized as a teacher. Based on converged load flow and followed by PTM for power tracing procedure, the description of inputs and outputs of the training data for the LSSVM are created. The LS-SVM will learn to identify which generators are supplying to which loads. The proposed technique is demonstrated using IEEE 14-bus system to illustrate the effectiveness of the LS-SVM technique compared to that of the PTM. The comparison result with Artificial Neural Network (ANN) technique is also will be discussed. 2011-01-06T08:59:06Z 2011-01-06T08:59:06Z 2010-06-23 Working Paper p. 226-231 978-1-4244-7127-0 http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5559183 http://hdl.handle.net/123456789/10426 en Proceedings of the 4th International Power Engineering and Optimization Conference (PEOCO) 2010 Institute of Electrical and Electronics Engineers (IEEE) |
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| language |
English |
| topic |
Artificial neural network (ann) Least squares support vector machine (ls-svm) Pool based power system Proportional tree method (ptm) Supervised learning |
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Artificial neural network (ann) Least squares support vector machine (ls-svm) Pool based power system Proportional tree method (ptm) Supervised learning M. W., Mustafa M. H., Sulaiman H., Shareef S. N., Abd. Khalid Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| description |
Link to publisher's homepage at http://ieeexplore.ieee.org/ |
| author2 |
wazir@fke.utm.my |
| author_facet |
wazir@fke.utm.my M. W., Mustafa M. H., Sulaiman H., Shareef S. N., Abd. Khalid |
| format |
Working Paper |
| author |
M. W., Mustafa M. H., Sulaiman H., Shareef S. N., Abd. Khalid |
| author_sort |
M. W., Mustafa |
| title |
Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| title_short |
Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| title_full |
Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| title_fullStr |
Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| title_full_unstemmed |
Determination of generators' contributions to loads in pool based power system using Least Squares Support Vector Machine |
| title_sort |
determination of generators' contributions to loads in pool based power system using least squares support vector machine |
| publisher |
Institute of Electrical and Electronics Engineers (IEEE) |
| publishDate |
2011 |
| url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/10426 |
| _version_ |
1643789899250270208 |
| score |
13.214268 |