IEEE Transactions on Power Systems · 2021 · 24 citations · 6 references
Natural SciencesMathematicsEnergy EconomicsOptimizationUncertainty QuantificationEnergy System ModelingOptimization Under UncertaintyStochastic OptimizationDispatch ModelingEconomic DispatchElectrical Power SystemsGaussian Mixture ModelsMixture ModelProblem Reformulation
Chance constrained economic dispatch (CCED) is widely used to handle uncertainties in power systems with high-proportion renewable energy sources (RESs). However, in such system, the upper and lower limits of reserve or transmission line constraints may be violated simultaneously, which makes single-side CCED (SS-CCED) inapplicable. This letter develops a two-side CCED (TS-CCED) model, in which the Gaussian mixture model (GMM) is used to characterize the correlated non-Gaussian distribution of RESs. We propose a hyperbolic tangent function based approximation method to approach GMM and make the TS-CCED tractable. Numerical studies show the proposed method is more applicable than SS-CCED with high efficiency.
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