An Effective Method for Detection of Demagnetization Fault in Axial Flux Coreless PMSG With Texture-Based Analysis
نویسندگان
چکیده
Due to its high power densities and compact dimensions, the axial flux coreless permanent magnet synchronous generator (PMSG) is used in a wide range of areas such as wind turbines electric vehicles. It extremely important detect magnetization faults that occur these generators. The occurrence machines with use affects their operation negatively. In this study, an effective method has been proposed demagnetization fault occurring PMSGs. relevant proposes texture analysis-based feature extraction method, which original contrast conventional methods literature. revealed it can be instead time-frequency analysis, frequency spectrum motor current signature analysis (MCSA) methods. Using finite element voltage signals were taken from healthy PMSG 3% 6% fault. Besides, retaken at different speeds loads. After converted into images, using features obtained images LBP, diagnosis processes carried out Knn. was tested both rates under load speed conditions test whether worked properly. success rate observed 97.16% 100%. With detected
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ژورنال
عنوان ژورنال: IEEE Access
سال: 2021
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2021.3050418