IEEE Transactions on Power Systems · 2014 · 201 citations · 36 references
Distributed Energy SystemElectrical EngineeringReactive InjectionsEngineeringDc MicrogridsSmart GridEnergy ManagementSystems EngineeringDistribution MicrogridsDistributed Energy GenerationElectric Grid IntegrationMicrogridsReactive Power CompensationPower Systems
Distribution microgrids are being challenged by reverse power flows and voltage fluctuations due to renewable generation, demand response, and electric vehicles. Advances in photovoltaic (PV) inverters offer new opportunities for reactive power management provided PV owners have the right investment incentives. In this context, reactive power compensation is considered here as an ancillary service. Accounting for the increasing time-variability of distributed generation and demand, a stochastic reactive power compensation scheme is developed. Given uncertain active power injections, an online reactive control scheme is devised. This scheme is distribution-free and relies solely on power injection data. Reactive injections are updated using the Lagrange multipliers of a second-order cone program. Numerical tests on an industrial 47-bus microgrid and the residential IEEE 123-bus feeder corroborate the reactive power management efficiency of the novel stochastic scheme over its deterministic alternative, as well as its capability to track variations in solar generation and household demand.
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Nikos Hatziargyriou, Hiroshi Asano, Reza Iravani et al. · IEEE Power and Energy Magazine · 2007 · 2.5K citations · Full text
Distributed Energy System, Electrical Engineering, Engineering +14
Robust Stochastic Approximation Approach to Stochastic Programming
Arkadi Nemirovski, Anatoli Juditsky, Guanghui Lan et al. · SIAM Journal on Optimization · 2009 · 2.1K citations
Farid Alizadeh, Donald Goldfarb · Mathematical Programming · 2003 · 1.5K citations
Mathematical Programming, Conic Optimization, Numerical Analysis +5