IEEE Transactions on Communications · 2014 · 18 citations · 35 references
EngineeringElectrical EngineeringCircuit TheoryEnergy SystemsTime Series AnalysisChannel EstimationComputational Time Series AnalysisPower Grid AnalysisSystem IdentificationChannelsCyclic BehaviorIndoor Channel ModelingLinear Time-invariant SystemsNonstationary Channel ModelsParametric RepresentationTime-varying Channel EstimationTime-varying Channel Models
Indoor powerline channels usually exhibit a cyclic input-output behavior due to the time-varying impedance of power loads. This makes typical time-invariant system models unsuitable to provide a faithful representation of such channels. In this paper, starting from the so-called Zadeh's series expansion, a discrete-time parametric representation of a linear periodically time-varying system is developed, and it is shown how a reduced-complexity version of it can be adopted to model indoor powerline channels. Then, various methods for estimating the parameters of the proposed representation are developed and compared in terms of performance and complexity. Numerical results evidence that our reduced complexity model is able to provide an accurate representation of indoor powerline channels and is of practical interest for both smart-grid applications and home area networks.
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The expectation-maximization algorithm
Todd K. Moon · IEEE Signal Processing Magazine · 1996 · 3.2K citations
Frequency Analysis of Variable Networks
Lotfi A. Zadeh · Proceedings of the IRE · 1950 · 584 citations
Engineering, Electrical Engineering, Systems Engineering +17