Lift-and-Project MVEE based Convex Hull for Robust SCED with Wind Power Integration using Historical Data-Driven Modeling Approach
Abstract
This paper presents an adjustable robust security constrained economic dispatch (SCED) model with wind power uncertainties. First, the scenario based adjustable robust SCED model is presented. It considers multiple scenarios from historical data as well as the spatial correlation among wind farms. Then, the proposed SCED model becomes an optimization problem with a large amount of constraints which is skillfully solved using a lift-and-project minimum volume enclosing ellipsoid (MVEE) based convex hull. Furthermore, the proposed model is transformed into a second order cone programming (SOCP) model by the use of participation factors to generate adjustable generation outputs and thus guarantee the energy balance. In order to further reduce the computational complexity, the inactive constraints reduction strategy is proposed to quickly eliminate inactive SOC security constraints before solving the model. Numerical results of IEEE 14-bus and 118-bus test systems as well as the practical Polish power systems with several wind farms show that the proposed model can achieve better economies. Moreover, more than 82% of security constraints are identified as inactive in various cases of the simulation, and the proposed inactive constraints reduction strategy is promising for improving the computational performance.
Recommended Citation
T. Ding et al., "Lift-and-Project MVEE based Convex Hull for Robust SCED with Wind Power Integration using Historical Data-Driven Modeling Approach," Renewable Energy, vol. 92, pp. 415 - 427, Elsevier, Jul 2016.
The definitive version is available at https://doi.org/10.1016/j.renene.2016.01.001
Department(s)
Electrical and Computer Engineering
Keywords and Phrases
Computational Geometry; Constrained Optimization; Electric Utilities; Optimization; Scheduling; Wind Power; Constraint Reduction; Minimum Volume Enclosing Ellipsoids; Robust Optimization; Second-Order Cone Programming; Security-Constrained Economic Dispatch; Electric Load Dispatching; Data Processing; Multiobjective Programming; Numerical Method; Performance Assessment; Power Generation; Wind Farm; Inactive Constraint Reduction; Minimum Volume Enclosing Ellipsoid (MVEE); Second Order Cone Programming (SOCP); Security Constrained Economic Dispatch (SCED)
International Standard Serial Number (ISSN)
0960-1481
Document Type
Article - Journal
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2016 Elsevier, All rights reserved.
Publication Date
01 Jul 2016
