2005 · 238 citations · 6 references
EngineeringElectrical EngineeringAnalog ElectronicsBiomedical Signal ProcessingTime Series AnalysisDigital Signal ProcessingFourier AnalysisFrequency-domain AnalysisKernel MethodsSignal ProcessingTime-frequency AnalysisBilinear Time-frequency DistributionsFrequency Domain FilteringMulticomponent AnalysisTime FilteringTime-frequency Analysis Of Nonstationary SignalsTime-frequency FeaturesTime-frequency FilteringWigner-ville Distribution
The Wigner-Ville Distribution (WVD) is now known to be a convenient tool for the time-frequency analysis of non-stationary signals, and especially monocomponent ones. However, in the case of multicomponent signals, its bilinear structure is also known to create cross-terms without any physical significance. Starting with the general formulation of time-frequency representations, which only depend on an arbitrary kernel function, we first characterize properties of such cross-terms and then propose appropriate smoothings of the WVD in order to reduce their influence. Such suitable and versatile approximations are compared on synthetic and natural signals and an extension to time-frequency filtering is proposed.
6
Generalized Phase-Space Distribution Functions
Leon Cohen · Journal of Mathematical Physics · 1966 · 1.1K citations