10 اردیبهشت 1403
اردشير محمدزاده

اردشیر محمدزاده

مرتبه علمی: دانشیار
نشانی: بناب- دانشگاه بناب
تحصیلات: دکترای تخصصی / مهندس برق کنترل
تلفن: 0413775000
دانشکده: دانشکده فنی و مهندسی
گروه: گروه مهندسی برق

مشخصات پژوهش

عنوان
Load frequency control for multi-area power systems: A new type-2 fuzzy approach based on Levenberg–Marquardt algorithm
نوع پژوهش مقاله چاپ شده
کلیدواژه‌ها
Levenberg–Marquardt algorithm LFC MLP-NN Type-2 fuzzy
پژوهشگران علی دخت شکیبجو (نفر اول)، محمد مرادزاده (نفر دوم)، اردشیر محمدزاده (نفر سوم)، لیون واندولدی (نفر چهارم)

چکیده

In this study, a new fuzzy approach is proposed for load frequency control (LFC) of a multi-area power system. The main control system is constructed by use of interval type-2 fuzzy inference systems (IT2FIS) and fractional-order calculus. In designing the controller, there is no need for the system dynamics, therefore the system Jacobian is obtained by a multilayer perceptron neural network (MLP-NN). Uncertainties are modeled by IT2FIS, and for training fuzzy parameters, Levenberg–Marquardt algorithm (LMA) is used, which is faster and more robust than gradient descent algorithm (GDA). The system stability is studied by Matignon’s stability method under time-varying disturbances. A comparison between the proposed controller with type-1 fuzzy controller on the New England 39-bus test system is also carried out. The simulations demonstrate the superiority of the designed controller.