کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
398681 1438748 2013 4 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A fault diagnosis method for three-phase rectifiers
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A fault diagnosis method for three-phase rectifiers
چکیده انگلیسی


• Extract algorithm of fault feature was proposed.
• Conceive classification of multi-fault.
• Innovative method was validated.

In this article, we proposed a novel method based on principal component analysis and support vector machines was presented for fault diagnosis of three-phase rectifiers, in which the principal component analysis of fault signal is used to extract the features corresponding to various fault, then fault types are identified through the pattern recognition classifier based on support vector machines. The simulation result of fault diagnosis of a thyristor in a three-phase full-bridge controlled rectifier shows that the method can make an accurate identification of fault types as well as the location of the fault elements for power electronics circuits, and it has an excellent performance for noise robustness and calculation complexity. Therefore, it is quite practically valuable in the solution to the fault problems for power electronics rectifiers.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: International Journal of Electrical Power & Energy Systems - Volume 52, November 2013, Pages 266–269
نویسندگان
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