IEEE Transactions on Instrumentation and Measurement · 2009 · 59 citations · 18 references
EngineeringElectrical EngineeringSystems EngineeringBayesian Data AnalysisEnergy SystemsPower ElectronicsBayesian FilteringBayesian StatisticsKalman FilteringPower Grid AnalysisPower QualityState EstimationBayesian State EstimationDistribution Network ModelingDistribution System DisturbancesDistribution SystemsElectric Power System ModelingElectricity DistributionPower Quality ModelingStochastic State Estimation
Throughout the last years, with the liberalization of the energy market, the localization of the sources of power quality disturbances has become a nodal point for operators and customers. In the liberalized market, knowledge of the system status, along with the uncertainty affecting the estimated data, is required to operate management and control issues such as energy dispatching and protection coordination. In distribution systems, too many measurement instruments would be needed to obtain a complete observation of the electric quantities. Thus, model-based state-estimation techniques can be implemented to exploit the few real-time measurements from the field and all the other available information to estimate the desired quantities. In this paper, a novel approach to the estimation of the harmonic sources by means of a Bayesian approach is proposed. The procedure also allows the ldquoqualityrdquo of the obtained estimates to be assessed. The theoretical fundamentals of the method are discussed, and results relevant to a simple distribution network are presented.
18
Unscented Filtering and Nonlinear Estimation
Simon Julier, Jeffrey Uhlmann · Proceedings of the IEEE · 2004 · 6.5K citations
Computing, Data Science, Forecasting +14
Mathematical Foundations of Information Theory.
J. Laurie Snell, Aleksandr I︠A︡kovlevich Khinchin, Ray Silverman et al. · American Mathematical Monthly · 1959 · 1.5K citations
Gaussian filters for nonlinear filtering problems
Kazufumi Ito, Kaiqi Xiong · IEEE Transactions on Automatic Control · 2000 · 1.5K citations