کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6860081 1438737 2014 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Oppositional real coded chemical reaction based optimization to solve short-term hydrothermal scheduling problems
ترجمه فارسی عنوان
بهینه سازی مبتنی بر واکنش شیمیایی واکنش واقعی مخالف برای حل مشکلات برنامه ریزی کوتاه مدت هیدروترمال
کلمات کلیدی
واکنش شیمیایی، برنامه ریزی هیدروترمال یادگیری مبتنی بر مخالفت، بهینه سازی، بهینه سازی واکنش شیمیایی واقعی کدید،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی
This paper presents an Oppositional Real Coded Chemical Reaction based (ORCCRO) algorithm to solve the short-term hydrothermal scheduling (STHS) problem. Being complex, the hydrothermal system relates with every problem variables in a non-linear way. The objective of the STHS is to determine the optimal hourly schedule of power generation for different hydrothermal power system for certain intervals of time to minimize the total cost of power generations. Chemical Reaction Optimization (CRO) imitates the interactions of molecules in terms of chemical reaction to reach a lower energy stable state. A real coded version of CRO, known as Real-Coded Chemical Reaction Optimization (RCCRO) is considered here. Oppositional based RCCRO (ORCCRO) added here to improve the quality of solutions with minimum time. The proposed opposition-based RCCRO (ORCCRO) employs opposition-based learning i.e., generation of quasi-opposite numbers for population initialization instead of pseudo random numbers to improve the convergence rate of the RCCRO. To check the effectiveness of the ORCCRO, 3 test systems are considered, mathematically remodeled to make it apt for solving short-term hydrothermal scheduling problem. Results prove that the proposed approach is better than all existing optimization techniques in terms quality of solution, computational efficiency and robustness to solve STHS problems.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: International Journal of Electrical Power & Energy Systems - Volume 63, December 2014, Pages 145-157
نویسندگان
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