Risk-Based Contingency-Constrained Optimal Power Flow With Adjustable Uncertainty Set of Wind Power
- 30 April 2021
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Industrial Informatics
- Vol. 18 (2) , 996-1008
Abstract
This article proposes a risk-based contingency-constrained optimal power flow model by leveraging the methods of both adjustable uncertainty set and distributionally robust optimization. In the proposed model, an adjustable uncertainty set of wind power is developed with network contingencies explicitly incorporated. Based on this uncertainty set, the proposed model is capable of securing the network against both wind power fluctuations and contingencies in a probabilistic manner with the optimal balance between operation cost and risk. Meanwhile, a data-driven L 1-norm-based ambiguity set is employed so that the proposed model is distributionally robust to the ambiguous probability distribution of wind power and the size of the model remains unchanged as the available wind power data increases. A decomposition-based algorithm is also derived so that the proposed model is solvable by off-the-shelf solvers. Numerical studies on IEEE 14- and 118-bus systems are conducted to verify the effectiveness of the proposed model.Keywords
This publication has 36 references indexed in Scilit:
- Decomposed algorithm for risk-constrained AC OPF with corrective control by series FACTS devicesElectric Power Systems Research, 2016
- A Multi-Band Uncertainty Set Based Robust SCUC With Spatial and Temporal Budget ConstraintsIEEE Transactions on Power Systems, 2016
- Enhanced risk-based SCOPF formulation balancing operation cost and expected voluntary load sheddingElectric Power Systems Research, 2015
- Variable Resource Dispatch Through Do-Not-Exceed LimitIEEE Transactions on Power Systems, 2014
- MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and EducationIEEE Transactions on Power Systems, 2010
- Security-Constrained Unit Commitment With Volatile Wind Power GenerationIEEE Transactions on Power Systems, 2008
- Stochastic Security for Operations Planning With Significant Wind Power GenerationIEEE Transactions on Power Systems, 2008
- Selected topics in robust convex optimizationMathematical Programming, 2007
- Portfolio optimization with conditional value-at-risk objective and constraintsJournal of Risk, 2001
- Optimization of conditional value-at-riskJournal of Risk, 2000