کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
8122731 | 1522383 | 2018 | 13 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Assessment and control of wind turbine by support vector machines
ترجمه فارسی عنوان
ارزیابی و کنترل توربین بادی با استفاده از ماشین آلات بردار پشتیبانی
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کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی انرژی
مهندسی انرژی و فناوری های برق
چکیده انگلیسی
In this paper, a control strategy by support vector machines (SVM) for a wind turbine is proposed. It aims at operating the wind conversion system perfectly so that it can extract the available maximum power in wind flow under normal conditions, also, the system should be stabilised by this control when the wind is stronger. The SVM's role is identifying the behaviours of optimal electromagnetic torque and blade pitch angle with respect to wind speed changing. Therefore, data should be collected at first. Among of these data:wind speed, the matching optimal torque and pitch angle. SVM model may be designed through using these data show. Yet, SVM model ought to be used correctly through providing us optimal electro magnetic torque and optimal pitch angle for becoming wind system controller. To show the extent of reliability compared to other controllers in the literature, the method what is called sliding mode control is proposed. The latter is going to be designed and applied for comparing it with SVM. Finally, the two methods (SVM, SMC) are testified on real wind profile.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Sustainable Energy Technologies and Assessments - Volume 27, June 2018, Pages 167-179
Journal: Sustainable Energy Technologies and Assessments - Volume 27, June 2018, Pages 167-179
نویسندگان
Omar Dahhani, Abdeslam El-Jouni, Ismail Boumhidi,