An ANFIS Approach for Real Power Transfer Allocation
This paper proposes an adaptive neurofuzzy interface system (ANFIS) approach to identify the real power transfer between generators. Based on solved load flow results, it first uses modified nodal equation method (MNE) to determine real power contribution from each generator to loads. Then the resul...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Wiley
2011-01-01
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| Series: | Journal of Applied Mathematics |
| Online Access: | http://dx.doi.org/10.1155/2011/414258 |
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| author | Hussain Shareef Saifulnizam Abd Khalid Mohd Wazir Mustafa Azhar Khairuddin |
| author_facet | Hussain Shareef Saifulnizam Abd Khalid Mohd Wazir Mustafa Azhar Khairuddin |
| author_sort | Hussain Shareef |
| collection | DOAJ |
| description | This paper proposes an adaptive neurofuzzy interface system (ANFIS) approach to identify the real power transfer between generators. Based on solved load flow results, it first uses modified nodal equation method (MNE) to determine real power contribution from each generator to loads. Then the results of MNE method and load flow information are utilized to train the designed ANFIS. It also incorporated an enhanced feature extraction method called principle component analysis (PCA) to reduce the input features to the ANFIS. The 25-bus equivalent system of south Malaysia is utilized as a test system to illustrate the effectiveness of the ANFIS output compared to that of the MNE method. The ANFIS output provides promising results in terms of accuracy and computation time. Furthermore, it can be concluded that the ANFIS with enhanced feature extraction method reduces the time taken to train the ANFIS without affecting the accuracy of the results. |
| format | Article |
| id | doaj-art-8b25a3d526fa44c6ad2c4aff2cc5503f |
| institution | Kabale University |
| issn | 1110-757X 1687-0042 |
| language | English |
| publishDate | 2011-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Applied Mathematics |
| spelling | doaj-art-8b25a3d526fa44c6ad2c4aff2cc5503f2025-02-03T01:04:49ZengWileyJournal of Applied Mathematics1110-757X1687-00422011-01-01201110.1155/2011/414258414258An ANFIS Approach for Real Power Transfer AllocationHussain Shareef0Saifulnizam Abd Khalid1Mohd Wazir Mustafa2Azhar Khairuddin3Faculty of Engineering and Built Environment, The National University of Malaysia, 43600 Bangi, MalaysiaFaculty of Electrical Engineering, Technological University of Malaysia, 81310 Johor, MalaysiaFaculty of Electrical Engineering, Technological University of Malaysia, 81310 Johor, MalaysiaFaculty of Electrical Engineering, Technological University of Malaysia, 81310 Johor, MalaysiaThis paper proposes an adaptive neurofuzzy interface system (ANFIS) approach to identify the real power transfer between generators. Based on solved load flow results, it first uses modified nodal equation method (MNE) to determine real power contribution from each generator to loads. Then the results of MNE method and load flow information are utilized to train the designed ANFIS. It also incorporated an enhanced feature extraction method called principle component analysis (PCA) to reduce the input features to the ANFIS. The 25-bus equivalent system of south Malaysia is utilized as a test system to illustrate the effectiveness of the ANFIS output compared to that of the MNE method. The ANFIS output provides promising results in terms of accuracy and computation time. Furthermore, it can be concluded that the ANFIS with enhanced feature extraction method reduces the time taken to train the ANFIS without affecting the accuracy of the results.http://dx.doi.org/10.1155/2011/414258 |
| spellingShingle | Hussain Shareef Saifulnizam Abd Khalid Mohd Wazir Mustafa Azhar Khairuddin An ANFIS Approach for Real Power Transfer Allocation Journal of Applied Mathematics |
| title | An ANFIS Approach for Real Power Transfer Allocation |
| title_full | An ANFIS Approach for Real Power Transfer Allocation |
| title_fullStr | An ANFIS Approach for Real Power Transfer Allocation |
| title_full_unstemmed | An ANFIS Approach for Real Power Transfer Allocation |
| title_short | An ANFIS Approach for Real Power Transfer Allocation |
| title_sort | anfis approach for real power transfer allocation |
| url | http://dx.doi.org/10.1155/2011/414258 |
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