A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation
A multistage approach to passive islanding detection is proposed that utilizes a decision tree (DT) like classification algorithm. The novelty of the proposed method is centered on the way in which features are passed to subsequent stages of the DT. Feature sets extracted using different sized time...
محفوظ في:
| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | , , , |
| التنسيق: | article |
| منشور في: |
2021
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| الموضوعات: | |
| الوصول للمادة أونلاين: | http://hdl.handle.net/11073/21632 |
| الوسوم: |
إضافة وسم
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| _version_ | 1864513444533764096 |
|---|---|
| author | Sawas, Abdullah M. |
| author2 | Woon, Wei Lee Pandi, V. Ravikumar Shaaban, Mostafa Zeineldin, H. H. |
| author2_role | author author author author |
| author_facet | Sawas, Abdullah M. Woon, Wei Lee Pandi, V. Ravikumar Shaaban, Mostafa Zeineldin, H. H. |
| author_role | author |
| dc.creator.none.fl_str_mv | Sawas, Abdullah M. Woon, Wei Lee Pandi, V. Ravikumar Shaaban, Mostafa Zeineldin, H. H. |
| dc.date.none.fl_str_mv | 2021-03 2022-02-08T12:26:19Z 2022-02-08T12:26:19Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | A. M. Sawas, W. L. Woon, V. R. Pandi, M. F. Shaaban and H. H. Zeineldin, "A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation," in IEEE Transactions on Industrial Informatics, vol. 18, no. 3, pp. 2078-2088, March 2022, doi: 10.1109/TII.2021.3065015. 1941-0050 http://hdl.handle.net/11073/21632 10.1109/TII.2021.3065015 |
| dc.language.none.fl_str_mv | en_US |
| dc.publisher.none.fl_str_mv | IEEE |
| dc.relation.none.fl_str_mv | https://doi.org/10.1109/TII.2021.3065015 |
| dc.subject.none.fl_str_mv | Islanding detection Non-detection zone Decision tree Distributed generation |
| dc.title.none.fl_str_mv | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| dc.type.none.fl_str_mv | Peer-Reviewed Postprint info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
| description | A multistage approach to passive islanding detection is proposed that utilizes a decision tree (DT) like classification algorithm. The novelty of the proposed method is centered on the way in which features are passed to subsequent stages of the DT. Feature sets extracted using different sized time windows are passed to successive stages of the tree. This provides two important advantages: 1) cases that can be easily determined as either islanding or nonislanding events are flagged as soon as possible without waiting for the full feature set to become available; 2) because the algorithm allows for the use of different sized time windows, features are analyzed in time-scales that fit their natural patterns of temporal evolution. In this article, the proposed classifier is trained and tested using a database of feature vectors, obtained using PSCAD, which were designed to reflect a variety of commonly encountered events on an IEEE 34-bus distribution system. One of the key requirements for the proposed algorithm was that easy cases should be flagged as soon as possible; this property was confirmed by the observation that most events ( ≈ 79%) were detected within 10–20 ms, while at the same time retaining a very high detection rate overall cases ( >99 %). |
| format | article |
| id | aus_01c671c5d0415492d3a4ae3e2e94ceae |
| identifier_str_mv | A. M. Sawas, W. L. Woon, V. R. Pandi, M. F. Shaaban and H. H. Zeineldin, "A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation," in IEEE Transactions on Industrial Informatics, vol. 18, no. 3, pp. 2078-2088, March 2022, doi: 10.1109/TII.2021.3065015. 1941-0050 10.1109/TII.2021.3065015 |
| language_invalid_str_mv | en_US |
| network_acronym_str | aus |
| network_name_str | aus |
| oai_identifier_str | oai:repository.aus.edu:11073/21632 |
| publishDate | 2021 |
| publisher.none.fl_str_mv | IEEE |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| spelling | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed GenerationA Multistage Passive Islanding Detection Method for Synchronous-Based Distributed GenerationSawas, Abdullah M.Woon, Wei LeePandi, V. RavikumarShaaban, MostafaZeineldin, H. H.Islanding detectionNon-detection zoneDecision treeDistributed generationA multistage approach to passive islanding detection is proposed that utilizes a decision tree (DT) like classification algorithm. The novelty of the proposed method is centered on the way in which features are passed to subsequent stages of the DT. Feature sets extracted using different sized time windows are passed to successive stages of the tree. This provides two important advantages: 1) cases that can be easily determined as either islanding or nonislanding events are flagged as soon as possible without waiting for the full feature set to become available; 2) because the algorithm allows for the use of different sized time windows, features are analyzed in time-scales that fit their natural patterns of temporal evolution. In this article, the proposed classifier is trained and tested using a database of feature vectors, obtained using PSCAD, which were designed to reflect a variety of commonly encountered events on an IEEE 34-bus distribution system. One of the key requirements for the proposed algorithm was that easy cases should be flagged as soon as possible; this property was confirmed by the observation that most events ( ≈ 79%) were detected within 10–20 ms, while at the same time retaining a very high detection rate overall cases ( >99 %).American University of SharjahIEEE2022-02-08T12:26:19Z2022-02-08T12:26:19Z2021-03Peer-ReviewedPostprintinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfA. M. Sawas, W. L. Woon, V. R. Pandi, M. F. Shaaban and H. H. Zeineldin, "A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation," in IEEE Transactions on Industrial Informatics, vol. 18, no. 3, pp. 2078-2088, March 2022, doi: 10.1109/TII.2021.3065015.1941-0050http://hdl.handle.net/11073/2163210.1109/TII.2021.3065015en_UShttps://doi.org/10.1109/TII.2021.3065015oai:repository.aus.edu:11073/216322024-08-22T12:08:47Z |
| spellingShingle | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation Sawas, Abdullah M. Islanding detection Non-detection zone Decision tree Distributed generation |
| status_str | publishedVersion |
| title | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| title_full | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| title_fullStr | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| title_full_unstemmed | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| title_short | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| title_sort | A Multistage Passive Islanding Detection Method for Synchronous-Based Distributed Generation |
| topic | Islanding detection Non-detection zone Decision tree Distributed generation |
| url | http://hdl.handle.net/11073/21632 |