2016 · 13 citations · 12 references
EngineeringElectrical EngineeringDigital CommunicationMicroelectronicsTime Series AnalysisDigital Signal ProcessingMixed-signal ModelingNoiseNoise In Electronic DevicesNoise MeasurementSpectral AnalysisFiltersInput NoiseModel ComplexityNoise AnalysisNoise CharacterizationNoise Model EstimationNoise Spectral AnalysisWhite Noise
In this paper, we propose a cyclostationary noise model for narrowband power line communication (NB-PLC) based on frequency-shift (FRESH) filtering. The FRESH filters are designed to shape an input white noise spectrum to a cyclic spectrum extracted from experimental noise measurements. The noise modeling problem is considered as a system identification problem that minimizes the time-averaged mean square error (TA-MSE) between a reference measured noise and the model generated noise. We propose the normalized mean square error (NMSE) in the cyclic auto-correlation between the measured and the generated noise as a performance measure. The noise waveform generated by the proposed model shows a good agreement with that of measured noise in terms of the cyclic auto-correlation NMSE. In addition, the numerical results show a performance enhancement, in terms of the cyclic auto-correlation NMSE, over the time-region-based NB-PLC noise model presented in the literature, at the same model complexity. Moreover, the proposed model provides a scalable performance-complexity tradeoff.
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