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Distribution System Voltage Control under Uncertainties using Tractable Chance Constraints

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arxiv 1704.08999 v4 pith:RS2NINTY submitted 2017-04-28 math.OC cs.SYeess.SYstat.ML

Distribution System Voltage Control under Uncertainties using Tractable Chance Constraints

classification math.OC cs.SYeess.SYstat.ML
keywords chancecontroldistributionresourcesuncertaintiesvoltageconstraintsproblem
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Voltage control plays an important role in the operation of electricity distribution networks, especially with high penetration of distributed energy resources. These resources introduce significant and fast varying uncertainties. In this paper, we focus on reactive power compensation to control voltage in the presence of uncertainties. We adopt a chance constraint approach that accounts for arbitrary correlations between renewable resources at each of the buses. We show how the problem can be solved efficiently using historical samples via a stochastic quasi gradient method. We also show that this optimization problem is convex for a wide variety of probabilistic distributions. Compared to conventional per-bus chance constraints, our formulation is more robust to uncertainty and more computationally tractable. We illustrate the results using standard IEEE distribution test feeders.

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