کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
400089 1438773 2011 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Reinforcement Learning approaches to Economic Dispatch problem
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Reinforcement Learning approaches to Economic Dispatch problem
چکیده انگلیسی

This paper presents Reinforcement Learning (RL) approaches to Economic Dispatch problem. In this paper, formulation of Economic Dispatch as a multi stage decision making problem is carried out, then two variants of RL algorithms are presented. A third algorithm which takes into consideration the transmission losses is also explained. Efficiency and flexibility of the proposed algorithms are demonstrated through different representative systems: a three generator system with given generation cost table, IEEE 30 bus system with quadratic cost functions, 10 generator system having piecewise quadratic cost functions and a 20 generator system considering transmission losses. A comparison of the computation times of different algorithms is also carried out.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: International Journal of Electrical Power & Energy Systems - Volume 33, Issue 4, May 2011, Pages 836–845
نویسندگان
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