DocumentCode
1628610
Title
Simulation of short-term forecasts of wind and load for a stochastic scheduling model
Author
Barth, R. ; Meibom, P. ; Weber, C.
Author_Institution
Inst. of Energy Econ. & the Rational Use of Energy, Univ. Stuttgart, Stuttgart, Germany
fYear
2011
Firstpage
1
Lastpage
8
Abstract
A tool is presented that generates stochastic input parameters consisting of simulated short-term wind power and load forecasts required by a stochastic scheduling model. In combination with additionally generated time-series describing the occurrence of forced outages of conventional power plants, the demand for reserves in dependency of the forecast horizon is determined. The distribution of the stochastic input parameters is represented by the use of scenario trees. Results of an exemplary application are discussed showing the dependency of simulated forecast errors on the assumed forecast error standard deviations as well as the impact on required reserves.
Keywords
load forecasting; power generation scheduling; power system simulation; stochastic programming; time series; wind power plants; forecast errors; power plants; short-term load forecasting; short-term wind forecasting; short-term wind power simulation; stochastic input parameter distribution; stochastic scheduling model; time series; Correlation; Planning; Predictive models; Wind forecasting; Wind power generation; Wind speed; Forced outages; load forecasts; reserves; scenario trees; stochastic programming; wind power forecasts;
fLanguage
English
Publisher
ieee
Conference_Titel
Power and Energy Society General Meeting, 2011 IEEE
Conference_Location
San Diego, CA
ISSN
1944-9925
Print_ISBN
978-1-4577-1000-1
Electronic_ISBN
1944-9925
Type
conf
DOI
10.1109/PES.2011.6039497
Filename
6039497
Link To Document