Utility Analysis of Wind Generation Time-domain Correlation Information for Stochastic Unit Commitment
Abstract
The scenario-based stochastic unit commitment (SBS-UC) is an effective approach to solve unit commitment considering wind power integration. SBS-UC can make full use of the probability distribution characteristics of wind farm output power, and thus optimal unit commitment results in statistics can be obtained. The SBS-UC has aroused widespread concerns, because the application effect of SBS-UC has a close relation with the formation mode of scenario set. Therefore, constructing the reasonable scenario set is a key problem which must be solved in the SBS-UC. Test scenario set 1 is obtained according to probability distribution of each period, without considering the time-domain correlation information of wind farm output power. Conversely, test scenario set 2 contains time-domain correlation information of wind farm output power through estimating the correlation coefficient matrix. Thus, based on the same SBS-UC model, the scheduling results of two different scenario sets under different formation modes are compared to emphasize the important role of time-domain correlation information of wind farm output power in the problem of unit commitment considering wind power integration.
Keywords
power system, wind power, unit commitment, joint probability density forecast, scenario set
DOI
10.12783/dteees/appeec2018/23559
10.12783/dteees/appeec2018/23559
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