Title :
Effect of time resolution on unit commitment decisions in systems with high wind penetration
Author :
Pandzzic, Hrvoje ; Dvorkin, Yury ; Yishen Wang ; Ting Qiu ; Kirschen, Daniel S.
Author_Institution :
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
Abstract :
The increasing share of wind power in power systems requires changes in the operating procedures. Day-ahead scheduling no longer has to fit only with slow and easily predictable changes in load, but also with more abrupt changes in wind power. Procedures for dealing with wind uncertainty, such as stochastic, robust, and interval unit commitment algorithms, typically assume a one-hour resolution. Since wind generation can change significantly within an hour, shorter optimization intervals might be required to adequately reflect this uncertainty. This paper compares the stochastic, interval and robust unit commitment formulations with resolutions of 1 hour and 15 minutes. The schedules produced by these various algorithms are compared using a Monte Carlo simulation procedure on a modified version of the 24-bus IEEE-RTS.
Keywords :
Monte Carlo methods; load forecasting; optimisation; power engineering computing; power generation scheduling; wind power plants; 24-bus IEEE-RTS; Monte Carlo simulation; day-ahead scheduling; interval unit commitment algorithms; optimization intervals; power systems; wind generation; wind power; wind uncertainty; Generators; Monte Carlo methods; Robustness; Schedules; Uncertainty; Wind forecasting; Wind power generation; Unit commitment; interval optimization; robust optimization; stochastic optimization; wind uncertainty;
Conference_Titel :
PES General Meeting | Conference & Exposition, 2014 IEEE
Conference_Location :
National Harbor, MD
DOI :
10.1109/PESGM.2014.6939548
