IEEE Transactions on Signal Processing · 2000 · 43 citations · 14 references
EngineeringComputational EngineeringElectrical EngineeringAnalog ElectronicsComputational AcousticsMicrowave EngineeringDigital Signal ProcessingFrequency-domain AnalysisSignal ProcessingAdaptive FilteringAdaptive FiltersAdaptive Signal ProcessingAdaptive StructuresComputational EfficiencyFrequency Domain FilteringMultiband FiltersSubband Structure
Frequency-domain and subband implementations improve the computational efficiency and the convergence rate of adaptive schemes. The well-known multidelay adaptive filter (MDF) belongs to this class of block adaptive structures and is a DFT-based algorithm. We develop adaptive structures that are based on the trigonometric transforms, discrete cosine transform (DCT) and discrete sine transform (DST), and on the discrete Hartley transform (DHT). As a result, these structures involve only real arithmetic and are attractive alternatives in cases where the traditional DFT-based scheme exhibits poor performance. The filters are derived by first presenting a derivation for the classical DFT based filter that allows us to pursue these extensions immediately. The approach used in this paper also provides further insights into subband adaptive filtering.
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