A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid
The paper proposes an unplanned island detection method in a microgrid with micro phasor measurement unit (μPMU). The μPMU extracts certain features, by using multi domain nature of discrete fractional Fourier transform, from measured voltage data and feeds it to a random forest classifier model to...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Elsevier
2021-10-01
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| Series: | Engineering Science and Technology, an International Journal |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2215098621000264 |
| _version_ | 1818871752781987840 |
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| author | Soham Dutta Sachin Olla Pradip Kumar Sadhu |
| author_facet | Soham Dutta Sachin Olla Pradip Kumar Sadhu |
| author_sort | Soham Dutta |
| collection | DOAJ |
| description | The paper proposes an unplanned island detection method in a microgrid with micro phasor measurement unit (μPMU). The μPMU extracts certain features, by using multi domain nature of discrete fractional Fourier transform, from measured voltage data and feeds it to a random forest classifier model to make decision of island or fault occurrence. The method was tested on an IEEE 34 node distribution network. The results show that the method is robust, reliable, cost effective and increases situational awareness. The proposed method has 99.8% accuracy, 99.89% security, 98.11% reliability, zero non detection zone and detection time of 49 ms. |
| first_indexed | 2024-12-19T12:27:55Z |
| format | Article |
| id | doaj.art-cb489dd4fa4d4328b73b5bc9fc422940 |
| institution | Directory Open Access Journal |
| issn | 2215-0986 |
| language | English |
| last_indexed | 2024-12-19T12:27:55Z |
| publishDate | 2021-10-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Engineering Science and Technology, an International Journal |
| spelling | doaj.art-cb489dd4fa4d4328b73b5bc9fc4229402022-12-21T20:21:29ZengElsevierEngineering Science and Technology, an International Journal2215-09862021-10-0124511021115A secured, reliable and accurate unplanned island detection method in a renewable energy based microgridSoham Dutta0Sachin Olla1Pradip Kumar Sadhu2Corresponding author.; Department of Electrical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, Jharkhand 826004, IndiaDepartment of Electrical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, Jharkhand 826004, IndiaDepartment of Electrical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, Jharkhand 826004, IndiaThe paper proposes an unplanned island detection method in a microgrid with micro phasor measurement unit (μPMU). The μPMU extracts certain features, by using multi domain nature of discrete fractional Fourier transform, from measured voltage data and feeds it to a random forest classifier model to make decision of island or fault occurrence. The method was tested on an IEEE 34 node distribution network. The results show that the method is robust, reliable, cost effective and increases situational awareness. The proposed method has 99.8% accuracy, 99.89% security, 98.11% reliability, zero non detection zone and detection time of 49 ms.http://www.sciencedirect.com/science/article/pii/S2215098621000264Island detectionMicrogridDiscrete fractional Fourier transformRandom forest classifierMicro phasor measurement unit |
| spellingShingle | Soham Dutta Sachin Olla Pradip Kumar Sadhu A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid Engineering Science and Technology, an International Journal Island detection Microgrid Discrete fractional Fourier transform Random forest classifier Micro phasor measurement unit |
| title | A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| title_full | A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| title_fullStr | A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| title_full_unstemmed | A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| title_short | A secured, reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| title_sort | secured reliable and accurate unplanned island detection method in a renewable energy based microgrid |
| topic | Island detection Microgrid Discrete fractional Fourier transform Random forest classifier Micro phasor measurement unit |
| url | http://www.sciencedirect.com/science/article/pii/S2215098621000264 |
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