Title :
A dynamic economic dispatch method considering with the uncertainty and correlation of wind power
Author :
Dewei Liu ; Jianbo Guo ; Weisheng Wang ; Chun Liu ; Yuehui Huang ; O´Malley, Mark
Author_Institution :
China Electr. Power Res. Inst., Beijing, China
Abstract :
With increasing wind power integration, it is necessary to consider the uncertainty and correlation of wind power in the dynamic economic dispatch to make the result reasonable. The method combined Latin Hypercube Sampling and ordering matrix is used to deal with the characteristic of uncertainty and correlation for wind power quickly. The stochastic model for dynamic economic dispatch is proposed with chance constrained programming, considering with operation risk constraints. It is changed into the deterministic model with scenarios based on the quantile method, and then solved with interior point method very quickly. Finally, the simulation results validate the accuracy and efficiency of the proposed method. It is shown that the method proposed here is substantially faster than a combination of the Monte Carlo and the Nataf method, but with satisfactory precision.
Keywords :
matrix algebra; power generation dispatch; power generation economics; sampling methods; stochastic programming; wind power plants; Monte Carlo method; Nataf method; chance constrained programming; combined latin hypercube sampling-ordering matrix method; deterministic model; dynamic economic dispatch method; interior point method; operation risk constraints; quantile method; stochastic model; wind power correlation; wind power uncertainty; Correlation; Economics; Mathematical model; Power system dynamics; Uncertainty; Wind farms; Wind power generation; Correlation; Dynamic economic dispatch; Latin Hypercube Sampling; Ordering matrix; Quantile method; Wind power;
Conference_Titel :
PES General Meeting | Conference & Exposition, 2014 IEEE
Conference_Location :
National Harbor, MD
DOI :
10.1109/PESGM.2014.6938953