Intra-Day Unit Commitment for Wind Farm Using Model Predictive Control Method

Title
Intra-Day Unit Commitment for Wind Farm Using Model Predictive Control Method
Author
정정주
Keywords
Wind power generation; Wind farms; Forecasting; Linear programming; Wind turbines; Predictive control; Power system dynamics
Issue Date
2013-07
Publisher
IEEE
Citation
Power and Energy Society General Meeting (PES), July 2013, pp.1 - 5
Abstract
This paper presents centralized control for a wind farm using model predictive control (MPC) method. In order to solve intra-day unit commitment (UC) problem, the UC problem is solved by using the MPC method with short-term wind power forecasting. We introduce a new dynamics model for the UC with some constraints to utilize the benefits of the MPC method. The objective function considering the operation and maintenance costs is formulated by adding a new variable in order to average the operating time of each wind turbine (WT) within the whole time. The proposed method could solve the UC problems on-line using the prediction time horizon that could be selected flexibly considering time horizon based on wind power forecasting errors. From the simulation study using 10 WTs, we observed that the proposed dynamics model of UC effectively provided the optimal solution to each scenario. Numerical study will validate that the proposed method can be applied to solving the UC problem of a large scale wind farm by aggregating WTs.
URI
http://ieeexplore.ieee.org/document/6672813/http://hdl.handle.net/20.500.11754/44137
ISSN
1932-5517
DOI
10.1109/PESMG.2013.6672813
Appears in Collections:
COLLEGE OF ENGINEERING[S](공과대학) > ELECTRICAL AND BIOMEDICAL ENGINEERING(전기·생체공학부) > Articles
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