IEEE Transactions on Power Systems · 2016 · 54 citations · 3 references
Electrical EngineeringPower EngineeringEngineeringSmart GridLoad ShiftingElectrical TransmissionMultiple Transmission LinesAnalytical ExpressionsTransmission LineSystems EngineeringGaussian Mixture ModelElectric Power TransmissionTransmission SystemLoad ControlFluid QueueMultiple IntegralsOperations Research
Adopting the Gaussian mixture model, we derive an analytical expression for the joint probability density function of active power on multiple transmission lines, in the presence of non-Gaussian stochastic power injections. The corresponding joint cumulative distribution function is further obtained by multiple integrals. Results of the proposed method coincide with that of Monte Carlo simulations.
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Learning Mixtures of Gaussians in High Dimensions
Rong Ge, Qingqing Huang, Sham M. Kakade · 2015 · 84 citations