دانلود مقاله ISI انگلیسی شماره 142782
ترجمه فارسی عنوان مقاله

مجموعه روش های طبقه بندی برای ارزیابی امنیت سیستم های قدرت

عنوان انگلیسی
Ensemble methods of classification for power systems security assessment
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
142782 2017 23 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Applied Computing and Informatics, Available online 19 September 2017

پیش نمایش مقاله
پیش نمایش مقاله  مجموعه روش های طبقه بندی برای ارزیابی امنیت سیستم های قدرت

چکیده انگلیسی

One of the most promising approaches for complex technical systems analysis employs ensemble methods of classification. Ensemble methods enable a reliable decision rules construction for feature space classification in the presence of many possible states of the system. In this paper the novel techniques based on decision trees are used to evaluate power system reliability. In this work a hybrid approach based on random forests models and boosting model is proposed. Such techniques can be applied to predict the interaction of increasing renewable power, storage devices and intelligent switching of smart loads from intelligent domestic appliances, storage heaters and air-conditioning units and electric vehicles with grid to enhance decision making. This ensemble classification method was tested on the modified 118-bus IEEE power system to examine whether the power system is secured under steady-state operating conditions.