کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1514363 1511221 2011 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Tabu Search Algorithm Optimized ANN Model for Wind Power Prediction with NWP
موضوعات مرتبط
مهندسی و علوم پایه مهندسی انرژی انرژی (عمومی)
پیش نمایش صفحه اول مقاله
Tabu Search Algorithm Optimized ANN Model for Wind Power Prediction with NWP
چکیده انگلیسی

Wind power prediction is of great importance for the safety and stabilization of grids. The most important and difficult problem now is to enhance the prediction precision. BP (Backward Propagation) neural network has been used extensively in wind power prediction. But BP network is apt to getting into local minima and its convergence rate is slow. Tabu search is a kind of intelligent algorithm, which can achieve the global optimizations. This paper put forward a wind power prediction model of BP neural network optimized by tabu search algorithm with memory function. The result shows that with appropriate input parameters, the wind power prediction model of neural network based on tabu search algorithm can improve the prediction precision as well as the convergence rate.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Energy Procedia - Volume 12, 2011, Pages 733-740