Short-Term Load Forecasting of a Distribution Transformer using Self-Organizing Fuzzy Neural Networks
عنوان مقاله: Short-Term Load Forecasting of a Distribution Transformer using Self-Organizing Fuzzy Neural Networks
شناسه ملی مقاله: ICEEE07_407
منتشر شده در هفتمین کنفرانس ملی مهندسی برق و الکترونیک ایران در سال 1394
شناسه ملی مقاله: ICEEE07_407
منتشر شده در هفتمین کنفرانس ملی مهندسی برق و الکترونیک ایران در سال 1394
مشخصات نویسندگان مقاله:
Karim Beiranvand - Dept. of Electrical and Computer Engineering Jundi-Shapur University of Technology, Dezful, Iran
Seyyedeh Fatemeh Molaeezadeh - Dept. of Electrical and Computer Engineering Jundi-Shapur University of Technology, Dezful, Iran
Hamzeh Beiranvand - Dept. of Electrical Engineering Lorestan University, Khorramabad, Iran
Mohammad Hassan Moradi - Dept. of Biomedical Medical Engineering Amirkabir University of Technology, Tehran, Iran
خلاصه مقاله:
Karim Beiranvand - Dept. of Electrical and Computer Engineering Jundi-Shapur University of Technology, Dezful, Iran
Seyyedeh Fatemeh Molaeezadeh - Dept. of Electrical and Computer Engineering Jundi-Shapur University of Technology, Dezful, Iran
Hamzeh Beiranvand - Dept. of Electrical Engineering Lorestan University, Khorramabad, Iran
Mohammad Hassan Moradi - Dept. of Biomedical Medical Engineering Amirkabir University of Technology, Tehran, Iran
The distribution transformer load forecasting is very essential in the control of future smart grids and economical interfacing of Distributed Resources (DRs) to distribution networks. A distribution transformer connects DRs to the main grid. Exact distribution transformer load forecasting makes an economical DRs scheduling possible. Therefore, in this paper, a Self-Organizing fuzzy neural network (SOFNN) is introduced to perform a five-minute load forecasting for a real-life distribution transformer in Lorestan Electric Power Distribution Company (LEPDC). Simulation results for active and reactive powers show that the proposed SOFNN outperforms ANFIS.
کلمات کلیدی: self-organizing fuzzy neural network; distribution transformer; load forecasting;
صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/459391/