Title :
A binary adaptive differential evolution algorithm for dynamic economic dispatch considering significant wind power
Author :
Shu Xia ; Ming Zhou ; Gengyin Li
Author_Institution :
Key Lab. of Power Syst. Protection & Dynamic Security Monitoring & Control under Minist. of Educ., North China Electr. Power Univ., Beijing, China
Abstract :
Dynamic economic dispatch (DED) is a high-dimensional, non-convex, multi-constrained optimization problem. With the increase of wind power penetration into power systems, the DED problem becomes more difficult. In the mathematical model, the constraints of wind farm output and spinning reserve are proposed to deal with the random and unpredictable nature of wind power. In the power system with large-scale wind farm, wind power should be adjusted according to available spinning reserve capacity. To improve the searching capability of binary differential evolution (BDE) algorithm, an adaptive adjusting strategy for control parameters is adopted. At the same time, the constraints are solved by some new strategies, which can make all the particles feasible, then searching efficiency is greatly improved. The presented method is proved effective by some numerical examples.
Keywords :
evolutionary computation; power generation control; power generation dispatch; power generation economics; wind power plants; DED problem; binary adaptive differential evolution algorithm; control parameter; dynamic economic dispatch; high dimensional nonconvex multiconstrained optimization problem; large scale wind farm output; mathematical model; searching capability; spinning reserve capacity; wind power penetration; Algorithm design and analysis; Heuristic algorithms; Mathematical model; Power systems; Spinning; Wind farms; Wind power generation; adaptive; binary differential evolution algorithm; dynamic economic dispatch; modification strategies; wind power;
Conference_Titel :
PowerTech, 2011 IEEE Trondheim
Conference_Location :
Trondheim
Print_ISBN :
978-1-4244-8419-5
Electronic_ISBN :
978-1-4244-8417-1
DOI :
10.1109/PTC.2011.6019154