Publication | Closed Access
Matching pursuits with a wave-based dictionary
103
Citations
41
References
1997
Year
RadarNonlinear Iterative ProcedureSparse RepresentationMachine VisionSparse ImagingWave PhenomenologyWave-based DictionaryPattern RecognitionEngineeringCompressive SensingWave ScatteringParticular DictionarySignal ReconstructionAtomic DecompositionInverse ProblemsComputational ImagingMedical Image ComputingSignal Processing
The method of matching pursuits utilizes a nonlinear iterative procedure to project a given waveform onto a particular dictionary. For scattering problems, the most appropriate dictionary is composed of wave objects that are consistent with the underlying wave phenomenology. A signal scattered from most targets of interest can be decomposed in terms of wavefronts, resonances, and chirps-and each of these subclasses can be further subdivided based on characteristic wave physics. Here, we investigate the efficacy of applying the method of matching pursuits with a wave-based dictionary for the processing of scattering data. The performance of this algorithm is examined for scattering data with and without additive noise.
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