Title :
Solving dynamic economic emission dispatch problem with valve-point effects using hybrid DE-SQP
Author :
Elaiw, A.M. ; Xia, Xiang-Gen ; Shehata, A.M.
Author_Institution :
Dept. of Math., King Abdulaziz Univ., Jeddah, Saudi Arabia
Abstract :
Dynamic economic emission dispatch (DEED) problem is used to determine the optimal generation schedule of online generating units by minimizing both fuel cost and emission simultaneously under load demand constraint, ramp rate constraint and other constraints. DEED with the consideration of valve-point effects is a complicated non-linear constrained multi-objective optimization problem with non-smooth and non-convex characteristics. The first purpose of this paper is to solve the DEED problem using a hybrid method which combines differential evolution (DE) and sequential quadratic programming (SQP). DE is used as a global optimizer and SQP is used as a fine tuning to determine the optimal solution at the final. A five-unit system with non-smooth fuel cost function has been taken to illustrate the effectiveness of the proposed method compared with other methods. The second purpose of this paper is to modify the DEED problem such that its optimal solution can be periodically implemented.
Keywords :
differential equations; power generation dispatch; power system economics; quadratic programming; differential evolution; dynamic economic emission dispatch problem; five-unit system; global optimizer; hybrid DE-SQP; load demand constraint; nonconvex characteristics; nonlinear constrained multiobjective optimization problem; nonsmooth characteristics; nonsmooth fuel cost function; online generating units; optimal generation schedule; ramp rate constraint; sequential quadratic programming; valve-point effects; Differential evolution; Dynamic economic emission dispatch; Multi-objective optimization;
Conference_Titel :
Power Engineering Society Conference and Exposition in Africa (PowerAfrica), 2012 IEEE
Conference_Location :
Johannesburg
Print_ISBN :
978-1-4673-2548-6
DOI :
10.1109/PowerAfrica.2012.6498646